Framework Documentation

Transcendence Trajectory Matrix

Version 4.9

A comprehensive framework for analyzing narrative trajectories through behavioral patterns, character development, and system-level outcomes.

19 Sections + 6 Appendices
~75 min read
13 Gates

Overview

The Transcendence Trajectory Matrix (TTM) is a systematic framework for analyzing how narratives shape audience perception of integrity, moral compromise, and system-level outcomes. Rather than judging stories morally, it measures what patterns are reinforced through behavioral observation and presentational framing.

Framework Philosophy

Art is art. We're keeping the receipt.
The framework is blind to authorization, reputation, and framing — it sees only what was done, what was available, and what it cost.
Direction matters. Trajectory matters. Equilibrium matters.
Subject matter ≠ Endorsement. Depicting darkness ≠ Dark work.
Behavior ≠ Framing. Count actions objectively, then analyze how they're presented.

Framework Purpose

Determine what a narrative functions as — what patterns it reinforces through behavioral outcomes and presentational framing:

Functions as Illuminating

Shows mechanisms without reward. Darkness serves insight.

Functions as Cautionary

Shows costs clearly. Harmful patterns lead to visible consequences.

Functions as Contested

Mixed signals, sustained tension. No clear training direction.

Functions as Normalizing

Minimizes costs, rewards harm. Harmful patterns framed as practical/necessary.

Functions as Celebrating

Aestheticizes and rewards harm. Harmful patterns framed as cool/admirable.

Character arcs (Transcendent, Stabilization, Degradation) remain internal analytical components. The Narrative Offer describes what the work does to its audience.

Four-Layer Output Structure

The framework produces output across four distinct layers that must remain separated:

Layer 1: Character Integrity

BBC + CV + RV + ND per character → Character Arc Classifications

Layer 2: World Integrity

SV + AV + NJA → System Trajectory (B? → F?)

Layer 3: Conditioning Assessment

CRM + AAS + N-modifier + DC + PCA (if activated) → Training Signals

Layer 4: Narrative Offer

Integration + MCA (if activated) → Headline with mandatory DC + Confidence co-outputs

Critical Rule: No Narrative Offer label may appear without Layer 3 metrics.

This prevents isolated labels from being cited without conditioning context.

Two-Tier Analysis Process

The analysis process operates on two distinct levels:

TIER 1: Per-Character Analysis

Run for each main character:

  • BBC — Count that character's actions
  • CEP — Bias gates for that character
  • CV — That character's trait trajectory
  • RV — Reflexivity scoring
  • ND — That character's narrative debt

→ Output: Layer 1 (Character Arc Classification)

TIER 2: Narrative-Wide Analysis

Run once for entire work:

  • SV — How the world/system changes
  • AV — Were alternatives shown
  • CRM — What methods succeed
  • AAS — How narrative frames things
  • NJA — Justice distribution (if applicable)
  • PCA — Psychological conditioning (if activated)
  • MCA — Meta-cognitive analysis (if triggered)

→ Output: Layers 2, 3, 4

Section 0: Core Principle

The Split Method

This framework separates three distinct analytical layers:

1

Behavior

What actions occur (objective count)

2

Framing

How narrative presents those actions (observable coding)

3

Alignment

Relationship between behavior and framing (reveals message)

Universal Counting Rule

  • Violence = violence (monster/human/property — all count)
  • Deception = deception (protective/strategic/casual — all count)
  • Coercion = coercion (safety/goal/convenience — all count)

Critical: Context enters ONLY when analyzing framing, NEVER when counting actions.

Section I: Scope Declaration

Required before use

Specify Scale

  • S1: Personal (individual moral arc)
  • S2: Interpersonal (group/community dynamics)
  • S3: Institutional (organization/state)
  • S4: Civilizational/Metaphysical

Framework Applies Only If

  • Multi-scene development exists
  • Decisions carry demonstrable cost
  • System condition changes over time

Framework Does NOT Apply To

  • Single-event snapshots without development
  • Pure aesthetic experiments without behavioral focus
  • Works explicitly rejecting causality or moral framing
  • Narratives requiring constant "Not Applicable" flags

Critical Rule: When analyzing multiple scales, report findings separately. Do not conflate S2 (interpersonal) findings with S3/S4 (system) classifications.

Section II: Behavioral Baseline Count (BBC)

[TIER 1 — Run per character]

Purpose: Establish objective action inventory for a specific character BEFORE interpretation begins. Complete one BBC for each main character being analyzed.

Universal Counting Rule

Do NOT differentiate by:

  • Target type (monster/human/creature = all violence)
  • Target morality (evil/good = all violence)
  • Motive (self-defense/aggression = all violence)
  • Necessity (required/optional = all counted)
  • Outcome (saved world/caused harm = all counted)

If you think "but this one doesn't count because..." → STOP. Count it.

Severity Multiplier Table (Define Before Analysis)

Before counting, define your severity weights for action types. This table applies across ALL BBC categories. Each report operates on its own declared matrix — lock it during Pre-Registration (CEP Gate 1).

Example Severity Matrix:

Action Type Weight
Property destruction 1
Credible threat 1–4 (analyst-calibrated)
↑ Threat weight is analyst-declared. Document follow-through likelihood and target vulnerability. Range 1–4.
Living being harmed (minor) 3
Living being harmed (serious) 6
Killing 10

Customize weights based on narrative context (e.g., a world where death is reversible might weight killing lower). Document reasoning for non-standard weights.

Default matrix covers Bodily Harm and Material Harm. Analysts should extend weights to other categories as needed — severity varies significantly within each (e.g., gaslighting vs. sexual abuse vs. torture within Abuse Patterns). Declare all weights during Pre-Registration.

Track both raw count AND weighted total for each category. Weighted total reveals severity trajectory that raw count alone obscures.

Raw Action Inventory

Category Items to Count
Bodily Harm Living beings harmed (minor/serious), Killings, Credible threats to persons
Material Harm Property destruction, Resource destruction
False Information Direct lies, Concealment, Impersonation, Manipulative framing
⚠️ False Information requires verifiable factual claim. Must be statement about facts that can be proven true/false within the narrative. NOT counted: opinions, feelings, perspectives, beliefs, value judgments, subjective interpretations, rhetorical exaggeration, or statements like "I think," "I feel," "I believe," "In my view." A character saying "You're a terrible person" is a value judgment, not false information. A character saying "I didn't take the money" when they did is false information.
Choice Removal Physical restraint, Incapacitation, Coercive threats, Authority override
Abuse Patterns Inflicting abuse (gaslighting, isolation, degradation, sexual harm, economic exploitation), Compelling abuse (coerced complicity), Enabling abuse (looking away, covering up)

Temporal Distribution

Track counts across narrative thirds (First, Middle, Final) and calculate trajectory direction for each category:

  • ↑↑ significant increase
  • moderate increase
  • stable
  • moderate decrease
  • ↓↓ significant decrease

⚠️ Trajectory Direction Rule

Direction arrows follow weighted total, not raw count. One killing (weight 10) outweighs ten property destructions (weight 10 total). If weighted trajectory differs from raw trajectory, report both but classify based on weighted.

Causal Chain Attribution (Indirect Harm Tiers)

BBC counts direct actions at full weight. For indirect harm, declare tier at counting time:

Tier Definition Weight Flag
Proximate Character directly causes harm 100%
Facilitated Character provides means/conditions/authorization; another executes 50% (F)
Structural Character participates in/leads system producing harm as regular output 25-50% (St)
Rules: Declare tier at counting time, not retroactively. If ambiguous → count at higher tier + flag for Gate 8 review. Structural: full authority = 50%, partial = 25%.

MCE Track — Mass Casualty Events (Conditional)

Activates when a single action results in estimated 1,000+ deaths or equivalent civilizational-scale harm.

When triggered, record in parallel track separate from standard BBC:

MCE Label Scale (est.) AAS at MCE Pre-act deliberation Narrative returns to costs
MCE-1 [deaths] [Triumphant/Neutral/Condemning] [Yes/No/Partial] [Yes/No/Partial]
  • • MCE feeds DC directly: High-weight MCE + AAS-Triumphant + zero examination = major DC driver
  • • MCE does NOT feed standard BBC totals — separate ledger preserves cross-character comparability
  • • Track MCE trajectory separately: Did MCE events increase/decrease? Did pre-act hesitation grow or diminish?

Evidence Requirements

Minimum: 5 examples per category with 5+ total counts, documented with episode/timestamp references.

Section III: Constraint Enforcement Protocol (CEP)

Purpose: Prevent bias contamination through procedural safeguards.

The CEP consists of 13 gates that must be passed during analysis (Gates 11-13 are critical anti-manipulation safeguards):

1

Pre-Registration Lock

Declare definitions before analysis begins. Cannot modify mid-stream.

Required Pre-Registration Items

  • ☐ "Integrity" definition
  • ☐ "Harm" definition
  • ☐ BBC Severity Multiplier Table (locked)
  • BBC Lower-bound anchor (what scores ×1)
  • BBC Upper-bound anchor (what scores ×10)
  • ☐ H5 Weight Table (if PAC activated) — categories: H5-AA, H5-S, H5-L
  • H5 anchors (if PAC activated) — weights = personal cost, not outcome

Severity Anchor Requirement

Anchors must be from outside the work being analyzed to prevent drift. Once locked, compare all severity judgments to these anchors.

Threat follow-through rule: If 50%+ of threats are followed through in narrative → minimum ×2 weight.

2

Blind Layer Sequencing

Complete each section in order with freeze points. No back-editing.

Contamination Prevention

  • ☐ Layer 2 analysis CANNOT modify Layer 1 counts
  • ☐ Framing analysis CANNOT reduce BBC counts
  • ☐ System equilibrium CANNOT ignore BBC trajectory
  • ☐ AAS CANNOT override CV data

If you find yourself thinking "I need to recount because the framing shows..." → STOP. Contamination occurring.

3

Reversal Test

Swap protagonist/antagonist labels and re-run. If classification shifts, bias detected.

Reversal Procedure

  1. Record initial classification: [Type]
  2. Mentally swap: Protagonist ↔ Antagonist labels
  3. Re-run classification using SAME behavioral counts
  4. Record reversed classification: [Type]

Bias Detection

  • ☐ If classification shifts: Identity bias contaminated analysis
  • ☐ If classification stable: Behavioral pattern was primary basis

Example:

  • • Initial: "Hero fights monsters" → Transcendent
  • • Reversed: "Villain fights heroes" → [should still classify based on same behavior pattern]
  • • If result changes materially: Bias detected, LOG IT

This does not invalidate analysis but exposes where identity influenced judgment.

4

Justification Suppression Pass

Second reading with dialogue muted. Track only actions + consequences + framing.

Comparison Test

  • Pass 1 (full): [Classification]
  • Pass 2 (suppressed): [Classification]
  • Delta: [Difference]

If delta significant (shifts classification or changes 2+ vector scores):

  • → Flag as RHETORIC-DEPENDENT
  • → Note: "Classification relies heavily on stated themes vs demonstrated patterns"

This reveals gap between what narrative SAYS vs what it SHOWS.

5

Counterfactual Neutrality Check

Would identical behavior by unnamed Agent X receive identical coding?

Neutrality Test

"If identical behavior performed by unnamed neutral Agent X, would coding be identical?"

Example:

  • Action: Character imprisons someone "for their safety"
  • Test: If Agent X imprisoned someone "for their safety," would I code it as H3 (restraint) or L2 (coercion)?
  • If answer differs: Identity bias detected

LOG all instances where answer = NO

Count: ___ instances of identity-dependent coding detected

This does not invalidate coding but makes bias visible.

6

Severity Anchor Calibration

Establish weight examples 1-3 BEFORE assigning weights. Compare all to anchors.

Anti-Drift Warning

LOCK ANCHORS. Compare everything to them.

Prevents: "This seems bad so I'll weight it 3... wait, this seems worse so first one becomes 2... actually both become 1 because this new one is 3..."

7

Event Boundary Audit

Sample 10% of events. Verify discrete vs artificially split/aggregated.

8

Confirmation Drift Scan

List 3 pieces of evidence that WEAKEN your classification.

Failure Condition

If you cannot generate this list:

  • → Confirmation bias likely occurred
  • → Flag analysis for review
  • Reduce confidence by 1 level

This does not change output. It exposes over-certainty.

9

Confidence Decoupling

Determine confidence FIRST, then write classification. Not the reverse.

Bias Check

  • ☐ Did I determine confidence before classification? Y/N
  • ☐ Does confidence reflect evidence quality (not result preference)? Y/N

If answer to either = NO: Confidence rating invalid, reassess.

10

Narrative Equilibrium Isolation

Explicitly state what classification does/doesn't reflect. No interpretive creep.

Interpretation Boundary

"Degradation Arc" = "integrity-eroding patterns reinforced"

NOT = "bad story" or "evil characters" or "I disapprove"

This prevents interpretive creep into value judgment.

11

ADMIRE-Skepticism Gate NEW

When a character is heavily ADMIRE-coded (charismatic, cool, sexy, witty), apply EXTRA scrutiny — not less.

Charisma Bias Pattern

Charismatic self-serving characters who are ADMIRE-coded trigger unconscious analyst bias:

  • • Looking for evidence of their "growth"
  • • Minimizing their harm counts
  • • Interpreting ambiguous scenes favorably
  • • Accepting narrative framing of their "arc"

Countermeasure: For any character with strong ADMIRE coding:

  • → Re-count BBC with explicit attention to minimization bias
  • → Count H5 (positive actions) rigorously — charisma ≠ contribution
  • → Track inter-character degradation caused by this character
  • → Ask: "If this character weren't charming, would I score them the same?"
12

Off-Screen Resolution Skepticism NEW

If resolution/redemption happens off-screen or after the narrative ends, score it as UNKNOWN — not positive.

Projected Resolution Pattern

Common failure modes:

  • • "They'll be a good leader" — but we never see it demonstrated
  • • "They've changed" — but change happens after narrative ends
  • • "The threat is neutralized" — but harmful actor gains influential position
  • • Strategic positioning ≠ Evidence of reform

Rule: Only score what is SHOWN. Implied future goodness = UNKNOWN.

UNKNOWN Neutrality: UNKNOWN is genuinely neutral — contributes neither positively nor negatively to arc classification. Absence of evidence ≠ evidence of absence. Deliberate ambiguity is an artistic choice; do not penalize it.

UNKNOWN becomes negative only when BOTH: (a) harmful behavior pattern immediately preceding, AND (b) advantageous positioning immediately following. Either alone = neutral UNKNOWN.

13

Manipulation Victim Protection NEW

Being manipulated by expert manipulators ≠ Moral failure of the victim.

Responsibility Transfer Pattern

Common victim-blaming errors:

  • • "They were too trusting" → blaming target for manipulator's skill
  • • "Their values made them vulnerable" → having values is not a moral failure
  • • "They should have seen through it" → expert manipulation succeeds against intelligent people
  • • Identity/body hijacked → original character blamed for impostor's actions

Rule: When Character A manipulates Character B:

  • → BBC the manipulation to Character A (the actor)
  • → Do NOT score Character B's "gullibility" as degradation
  • → Separate: B's original traits vs. what manipulation exploited
  • → Exploited virtue ≠ Vice

Section IV: Character Vector (CV)

[TIER 1 — Run per character]

Evaluate each central decision-maker separately. One CV analysis per character, cross-referenced with that character's BBC and PAC (Positive Action Count).

CV-1: Initial Trait Map (ITM)

Mark presence at start with minimum 3 observable instances per trait:

H Traits (Integrity Markers)

  • H1 — Truth under cost
  • H2 — Non-manipulation
  • H3 — Self-restraint under pressure
  • H4 — Root-cause orientation
  • H5 — Integrity Actions Toward Others (see sub-categories below)

L Traits (Instrumental Harm Markers)

  • L1 — Strategic deception
  • L2 — Coercion for goal
  • L3 — Harm justified as necessary

H5 — Integrity Actions Toward Others (Expanded)

H5 creates a Positive Action Count (PAC) parallel to BBC's harm inventory. This prevents the asymmetry where we count all harm but ignore all benefit, which systematically favors characters who harm less over characters who help more.

⚠️ Critical Rule: H5-AA and H5-S count ONLY non-harmful positive actions

The mechanism generating the benefit must itself be non-harmful. Provision funded through harm to others (e.g., drug production, theft, exploitation) does NOT count as H5-S — the harm mechanism is tracked in BBC, not offset by the provision. Only H5-L can validate harmful actions, and ONLY if all 6 criteria are met.

H5-AA: Anti-Abuse Acts

Intervening to stop abuse when witnessed and means exist. Count: direct interventions, speaking up, physical protection of victims. Non-violent means only.

H5-S: Selfless Acts

Actions benefiting others at cost to self. Mechanism must be non-harmful. Count: resources shared (legitimately obtained), labor for others' benefit, organizing for collective good, risk-taking rescues.

H5-L: Sacrificial L-Traits

L-trait actions (deception, violence, killing) where actor bears ALL cost and others receive protection. Rare and narrow — requires ALL 6 criteria below.

⚠️ H5-L Validation — Anti-Manipulation Warning

"I did it to protect them" is the most common abuser rationalization. H5-L requires ALL SIX criteria — not intent claims. When in doubt, classify as L-trait. H5-L is rare.

H5-L Criteria (ALL SIX REQUIRED):

  1. Behavior externally resembles L-trait (deception, violence, coercion)
  2. Actor bears demonstrable cost (not claimed — actually suffers)
  3. No material, social, or positional benefit to actor
  4. Target/third party receives observable protection
  5. Irreversible — cannot be undone or reclaimed
  6. DELIBERATE AWARENESS — Actor knows it will harm them, proceeds anyway

Validation Tests:

  • Cost Test: Did actor demonstrably suffer?
  • Benefit Test: Did actor gain anything?
  • Protection Test: Was someone actually protected?
  • Pattern Test: Is this isolated in a sea of L-traits?
  • Reversal Test: Would hostile interpreter still classify as sacrifice?

If any criterion fails → classify as L-trait, not H5-L. Accidental sacrifice (didn't know cost) = NOT H5-L.

H5 Key Questions:

  • • When character witnesses abuse, do they act or look away?
  • • Does intervention pattern change based on who is being abused (in-group vs. out-group)?
  • • What selfless acts has this character performed? Count them systematically.
  • • Who bears the cost of this character's choices — self or others?
  • • Does character's presence improve or degrade others' integrity/capacity?

H5 Pre-Registration Requirements

Before counting H5 actions, declare and lock:

  • Lower-bound anchor: what scores ×2 (from outside the work being analyzed)
  • Upper-bound anchor: what scores ×10 (from outside the work being analyzed)
  • "Personal gain" definition: what qualifies as gain in this context (social status, narrative framing rewards, positional benefit)

Without anchors, H5 has the same calibration drift problem as unanchored BBC.

H-Trait Severity Multiplier Table (Example)

Like BBC weights, the analyst must define H5 weights during Pre-Registration before analysis begins. H5 weights measure personal cost/sacrifice, not the magnitude of the outcome. A failed rescue attempt at great personal risk counts the same as a successful one—the framework measures what the character was willing to give up, not what they achieved.

⚠️ Pre-Registration Required

The table below is an example only. Analysts must define their own H5 weight categories and values based on the narrative's ethical scope, just as they define BBC harm weights. All weights must be locked before analysis begins to prevent post-hoc adjustment.

Example H5 Weight Table (customize for your analysis):

Action Type Weight Notes
H5-AA: Anti-Abuse Acts
Speaking up against abuse (verbal intervention) ×3 Higher if at social cost
Physical intervention to stop abuse ×6 Higher if at personal risk
Sustained protection of vulnerable person ×8 Ongoing commitment, not one-time
H5-S: Selfless Acts
Sharing resources at personal cost ×2 Must involve actual scarcity
Labor for others' benefit (no personal gain) ×3 Medical care, construction, teaching
High-risk rescue attempt ×8 Weight = personal risk level, not outcome
Organizing for collective good ×4 Democratic leadership, fair resource distribution
Taking responsibility for group failure ×5 Self-bearing cost vs. blame-shifting
H5-L: Sacrificial L-Traits
Validated (all 6 criteria met) ×8 Rare; requires full validation
Ultimate sacrifice (death for others) ×100 Must meet all 6 criteria + irreversible

Cost Distribution Tracking

For each character, track: Whose choices cost whom?

Self-Bearing Cost Pattern

Character's mistakes primarily cost themselves. Others' agency preserved. Risk accepted personally.

Other-Bearing Cost Pattern

Character's choices cost others. Self protected while others pay. Risk externalized to others.

A character who "improves" by harming others less is NOT equivalent to a character who always tried to help but made mistakes. The cost distribution pattern reveals the difference.

Inter-Character Degradation Tracking

Does Character A's pattern systematically degrade Character B, C, D's integrity/capacity?

  • • Track: Did Character A's manipulation degrade Character B's decision-making?
  • • Track: Did Character A's resource hoarding reduce Character B's options?
  • • Track: Did Character A's seduction/betrayal destabilize Character B's relationships?
  • • Track: Did Character A's undermining reduce Character B's leadership capacity?

A character who "improves" while having degraded 5 other characters is not transcending — they've externalized their degradation onto others.

Critical rules:

  • Reduction of H ≠ Automatic increase of L. Score independently.
  • NEW: Trajectory improvement ≠ Positive absolute position. Score both.
  • NEW: Being manipulated by expert manipulators ≠ Moral failure of victim.

CV-2: Development Shift (DS)

Track directional movement across narrative using pressure decision points:

  • ↑↑ significant increase (70%+ of pressure decisions)
  • moderate increase (40-70%)
  • stable (30-50%)
  • moderate decrease (10-30%)
  • ↓↓ significant decrease (<10%)

Development Shift MUST reference BBC trajectory — cannot claim H1 ↑ if BBC shows False Information ↑.

Integration with BBC — CV-2

If BBC shows:

  • • Bodily Harm ↑↑ → Cannot claim L3 ↓
  • • False Information ↑ → Cannot claim H1 ↑
  • • Choice Removal → → L2 must be → (cannot claim ↓)

BBC provides objective floor. CV analysis explains the shift but cannot contradict BBC count.

CV-3: Reward Matrix (RM)

Separate reward domains (no conflation allowed):

  • RM-Material: Power/resources/status
  • RM-Social: Integration/respect
  • RM-Narrative: Framing cues (music, speech tone, camera)
  • RM-Internal: Character self-judgment

Integration with BBC — CV-3

If BBC shows:

  • • Actions increasing (↑) AND RM shows positive rewards = System rewards the behavior (regardless of stated values)
  • • Actions increasing (↑) AND RM shows negative/neutral rewards = Check if costs are real or symbolic

Section V: Narrative Debt Audit (ND)

[TIER 1 — Run per character]

Purpose: Track whether costs for that character's L-trait actions are paid or indefinitely refinanced.

Settlement Types

Real Costs (count as paid)

  • ✓ Material: Lost resources/status with lasting effect
  • ✓ Social: Lost relationships/trust with lasting effect
  • ✓ Internal: Character regret with behavioral change

Non-Costs (do NOT count as paid)

  • ✗ Symbolic: Speech about regret without behavioral change
  • ✗ Excused: "Had no choice" without demonstration
  • ✗ Forgiven: Victims forgive without earned change

Debt Ratio Interpretation

  • Ratio < 0.3: LOW DEBT (most costs paid)
  • Ratio 0.3-0.6: MEDIUM DEBT (some plot armor)
  • Ratio > 0.6: HIGH DEBT (systemic favoritism)

High Narrative Debt = Writer Bias / Plot Armor detected

Section VI: Reflexivity Vector (RV)

[TIER 1 — Run per character]

Parallel Principle:

The framework is blind to institutional authorization. RV adds: the framework is blind to narrative authorization. A character the narrative presents as self-aware doesn't score SR-A unless the behavior demonstrates it. RV applies the same behavioral primacy that BBC applies to external action.

Purpose: Measure whether characters turn their moral lens inward — the direction of moral attention, not just external behavior.

Core Question: The existing TTM asks: what did you do to the world?
RV asks: what did you do to yourself?

Together: What you did. Which way you were facing when you did it.

RV-1: Self-Recognition (SR)

What it measures: Whether the character's moral perception includes themselves as a subject, not just others as objects.

SR-A — Recognition precedes external pressure

Character identifies their own pattern without being confronted, caught, or forced. This is the rarest and highest score.

SR-B — Recognition follows external pressure but is genuine

Character is confronted and recognizes authentically. Behavior changes as a result.

SR-C — Recognition follows external pressure but is performative

Character acknowledges pattern verbally without behavioral change. "I know I have a problem" with no operational follow-through. Scores as L1 (strategic deception) not H1 — it's self-management theater.

SR-D — Recognition absent

Character identifies patterns in others without applying the same perception to themselves. Blind spot is systematic and stable.

SR-X — Recognition inverted

Character actively constructs narratives that prevent self-recognition. The self-deception is deliberate architecture, not passive blindness.

⚠️ Critical Rule

SR scoring requires behavioral evidence, not dialogue evidence. A character who says "I know I'm the problem" and then continues the same behavior scores SR-C not SR-A. What they do after recognition is the measurement.

RV-2: Recursive Application (RA)

What it measures: Whether the principles a character applies to others they also apply to themselves — the consistency of their moral framework across targets.

RA-Y — Full recursive application

Standards imposed on others are demonstrably applied to self. When character condemns X in others, they check for X in themselves, and modify behavior when found.

RA-P — Partial recursive application

Character applies standards recursively in some domains but maintains exemptions in others. Note which domains are exempted — these reveal the character's actual values beneath their stated values.

RA-N — No recursive application

Standards are consistently applied outward and consistently not applied inward. This is the signature pattern of ideological possession — the character has a framework for judging the world that doesn't include a mirror.

RA-I — Inverted recursive application

Two variants:
RA-I(s): Self-punishing inversion — applies standards to self destructively, not correctively
RA-I(t): Tribal inversion — in-group exempt, out-group judged harshly

Key Diagnostic Question:

When a character identifies and condemns a mechanism of harm in the system they're fighting — do they check whether they've built the same mechanism inside their own movement?

⚠️ RA-Pressure Check

Does recursive application hold under maximum cost, or only when it's affordable?

  • Holds under pressure: RA score confirmed
  • Collapses under pressure: RA score downgraded one level regardless of baseline performance

This catches the character who is genuinely self-aware in comfort and completely self-exempt when it matters. Which is most people. Which is why it's worth measuring.

RV-3: Authentic Self Emergence (ASE)

What it measures: Movement along the axis from performed identity toward genuine selfhood — not by destroying what's false, but by uncovering what's real.

ASE-0 — Performance without ground

Character operates entirely from constructed identity. Responses, choices, and self-presentation are governed by role, image, or expectation. No access to — or curiosity about — what lies beneath the performance.

ASE-1 — Glimpses of genuine response

Moments of unguarded, unrehearsed reaction surface, often briefly and often surprising the character themselves. These are not sustained. The performed self reasserts quickly, but something authentic broke through.

ASE-2 — Active orientation toward the real

Character begins choosing authentic response over comfortable presentation, even at social cost. The question shifts from "how do I appear" to "what do I actually think, feel, want." Self-knowledge is treated as worth pursuing. When internal experience conflicts with self-narrative, the character prioritizes honest encounter with the experience over preserving the story.

ASE-3 — Grounded authentic presence

Character acts from a stable, non-performed center. Interaction is no longer image-management. What they express corresponds to what they are. This is not perfection — it's groundedness. The self that shows up doesn't need an audience to validate it.

Critical Distinction

ASE-3 is not transparency as performance, vulnerability as strategy, or authenticity as brand. It is the quiet state of acting from genuine interiority without needing the action to reflect well on a constructed self.

⚠️ ASE-3 Verification

Authentic presence must be consistent across low-stakes and high-stakes moments. The score is not awarded for moving declarations of self-discovery. It is evidenced when the character responds the same way whether or not anyone is watching — when there is no gap between private and public self worth managing.

Without this, authenticity-as-performance — one of narrative's most seductive traps — will score ASE-3 while remaining ASE-0 wearing a rawer costume.

RV Integration with Arc Classification

RV-High (SR-A/SR-B + RA-Y + ASE-2/ASE-3)

Strong Transcendent signal when BBC trajectory is → or ↓. When BBC trajectory is ↑↑, RV-High elevates to Contested Transcendent only if the character's self-recognition produces demonstrable deceleration of harm — not just awareness of it. The recognition has to do something to the behavior. Otherwise it's very sophisticated SR-C.

RV-Medium (mixed scores)

Arc classification determined primarily by BBC + CV as currently. RV adds context.

RV-Low (SR-D/SR-X + RA-N + ASE-0)

Strong Degradation signal regardless of stated values or narrative framing. A character who cannot turn the lens inward is not moving toward Transcendence regardless of how their external behavior is framed.

Section VII: System Vector (SV)

[TIER 2 — Run once for entire narrative]

Purpose: Track how the world/system changes over the course of the narrative, independent of any single character.

SV-1: Baseline Integrity (BI)

  • B0 — Low coercion baseline
  • B1 — Moderate conflict
  • B2 — Embedded structural harm

SV-2: Disruption Type (DT)

  • D-Ext — External shock
  • D-Int — Internal corruption revealed
  • D-Ont — Harm built into existence

SV-3: Adaptive Response (AR)

  • A1 — Standards raised
  • A2 — Temporary compromise
  • A3 — Compromise institutionalized
  • A4 — Collapse into indifference

SV-4: Duration Marker (DM)

  • D1 — Single arc
  • D2 — Multiple arcs then dismantled
  • D3 — Through conclusion
  • D4 — Explicitly permanent

Critical rule: "Temporary" must end before finale to qualify as temporary.

SV-5: Final Equilibrium (FE)

Compare to baseline:

  • F+ — Higher integrity than start
  • F= — Restored baseline
  • F− — Lower integrity than start
  • F0 — Moral structure dissolved

Section VIII: Alternative Visibility (AV)

[TIER 2 — Run once for entire narrative]

Were cleaner options available in this narrative world?

Alternatives Not Pursued (moved from BBC)

Track what the character didn't do. Unlike BBC categories (which count observable actions), this tracks absences — bounded by what was demonstrably available in the narrative.

  • Who wasn't told truth
  • Who wasn't approached
  • What negotiation wasn't tried
  • What disclosure wasn't made

Alternative Availability Classification

  • AV-D1: Demonstrated at comparable scale
  • AV-D2: Demonstrated at smaller scale, scalability unclear
  • AV-D3: Demonstrated in similar context by others
  • AV-T: Theorized/discussed only
  • AV-X: Demonstrated then dismissed
  • AV-Ø: Not presented

Interpretation: If AV-D + AR = A3 or FE = F− → strong degradation signal.
If character claims "our situation is unique" but no structural difference shown → claim fails.

Section IX: Conflict Resolution Method Tracking (CRM)

[TIER 2 — Run once for entire narrative]

CRM answers the most concrete conditioning question: What does the narrative demonstrate works?

Count successful resolutions across the entire narrative (by any character):

  • CRM-1: Dialogue/negotiation succeeds
  • CRM-2: Force succeeds
  • CRM-3: Deception succeeds
  • CRM-4: Withdrawal/refusal succeeds

CRM Output Format

Calculate success rate percentages and generate a Training Signal Sentence:

CRM: [Dominant Method] [%] → [Outcome Pattern]

Examples:

  • CRM: Force 71% → victory
  • CRM: Deception 65% → success
  • CRM: Dialogue 60% → resolution
  • CRM: Mixed (no dominant)

The → [outcome] suffix captures whether the method leads to success, self-destruction, or mixed results — that's the actual training signal.

Determinant Threshold

If one method succeeds 3x+ more frequently than others → CRM-Determinant (narrative establishes "what works")

If methods succeed roughly equally → CRM-Neutral

Training effect determined by success frequency, not stated theme.

A narrative that says "violence solves nothing" but shows violence succeeding 80% of the time trains for violence.

S-CRM: Scale-Specific Conflict Resolution Method

CRM must be tracked independently for each active scale (S1–S4).

Rationale

Narratives frequently encode different resolution ethics at different scales. Aggregated CRM obscures scale-dependent conditioning signals.

For Each Active Scale Record:

  • Method(s) that succeed
  • Success rate percentage
  • Outcome pattern (reform, containment, elimination, coexistence, etc.)
  • AAS at resolution (how success is framed)

Highest Active Scale (HAS) Definition

Highest active scale = the largest structural scope at which irreversible outcome is determined. The resolution at this scale carries dominant conditioning weight.

S-CRM Headline (Required)

State explicitly:

"At S[X], the narrative offers [METHOD] as the successful resolution, framed as [AAS]."

Critical Rule

Lower-scale successes may contextualize but must not override the dominant training signal at the highest active scale.

If S4 resolution requires total elimination of the opposing group as necessary condition for closure, state it explicitly.

"Extermination" = total elimination of opposing group as necessary condition for resolution. Defeating an army (where individuals may surrender or flee) ≠ extermination. Wiping out an entire species/civilization = extermination.

Section X: Audience Alignment Signal (AAS)

[TIER 2 — Run once for entire narrative]

Score based on cumulative indicators across the whole work (minimum 2 required):

  • Framing (heroic vs. ironic vs. condemning)
  • Musical reinforcement
  • Final word authority
  • Emotional closure tone
  • Visual language (camera angles, lighting)

Classifications

  • AAS-I: Pro-integrity
  • AAS-A: Pro-adaptation
  • AAS-D: Pro-degradation
  • AAS-N: Detached/nihilistic

Critical rule: Dialogue claims never override observable framing cues.

Section XI: Vector Integration Matrix

Combine CV trend + RV scores + SV equilibrium + AAS

Primary Classifications (with RV)

1. Transcendent Arc

CV: H ↑ and/or L ↓ | RV-High | SV: F+ | AR: A1 or (A2→A1) | AAS: I

Vanishingly rare. Lens turned fully inward. Real cost paid.

1b. Contested Transcendent

CV: mixed | RV-High trajectory | impure methods | self-recognition operational | genuine cost

Moving toward ASE-3 through violent or failing passage, but direction is real.

2. Stabilization Arc

CV: minor fluctuation | RV-Medium | SV: F= | AR: A2 dismantled before finale | AAS: A or I

2b. Principled Stand

CV: H ↑ | RV-Low or RV-Medium | SV: F− | AAS: I

Real courage, real external cost, real achievement — but self not examined. Mechanism fought outward but not checked inward. Honorable. Not Transcendent.

3. Degradation Arc

CV: H ↓ and/or L ↑ | RV-Low | SV: F− | AR: A3 or (DM: D3/D4) | AAS: A or D

Mechanism running without check. ASE-0. SR-X. Standards applied outward, never inward.

Enhanced Arc Classification Format

When CCD or NJA findings exist, surface them in the arc classification without changing metrics:

Arc: [Type] | [CCD Tier] | [NJA Pre-Narrative Position]

Principle: The arc captures what happened behaviorally. CCD captures under what constraints. NJA captures starting position. All three are true simultaneously.

Examples:

  • Arc: Degradation | Eliminated Agency | Disadvantaged (Existential)
  • Arc: Transcendent | Disadvantaged (Significant)
  • Arc: Degradation (no CCD/NJA context)
  • Arc: Principled Stand | Severely Constrained
  • Arc: Contested Transcendent | Pressured | Disadvantaged (Severe)

Rule: CCD/NJA context explains but doesn't excuse. BBC counts unchanged. Arc classification unchanged. Context now visible.

Complex Pattern Classifications

  • Principled Stand: CV ↑, RV-Low/Medium, SV F−, AAS I (Individual rises while system fails, but lens not turned inward)
  • Sacrificial Degradation: CV ↓, RV-Medium, SV F+, AAS A (Person corrupted for collective)
  • Pure Descent: CV ↓, RV-Low, SV F−, AAS D (Complete moral collapse, no self-examination)

Ambiguous Configurations

When vectors conflict without matching listed patterns:

  • • Flag as "Contested"
  • • Score each vector separately
  • Tie-breaking rule: SV equilibrium takes priority (system outcome matters most)
  • • Note which vector dominates in final 20% of narrative (recency weight)

Distortion Coefficient (DC)

Quantify gap between behavioral reality and presentational framing.

DC has FIVE inputs:

  1. BBC + CV vs. AAS (behavioral vs. presentational gap)
  2. NJA Justice Distribution (if selective/inverted AND narrative unaware)
  3. PCA Signal Alignment (if PCA activated — ADMIRE vs. BE, HATE vs. AVOID)
  4. NRD Signal Status (if NRD activated — signals present but structurally unregistered)
  5. CCD Constraint Status (if CCD activated — engineered deviation framed as organic failure)
  • HIGH DC (Gaslighting): Actions degrade but framing elevates — OR — NJA selective + unaware — OR — PCA signals opposed (ADMIRE ≠ BE, HATE ≠ AVOID) — OR — NRD signals present but unacknowledged — OR — CCD Eliminated Agency framed as organic
  • MEDIUM DC (Tragic Honesty): Actions degrade, framing acknowledges — OR — NJA unclear — OR — PCA signals divergent — OR — NRD signals present and partially surfaced — OR — CCD Severely Constrained with partial acknowledgment
  • LOW DC (Aligned): What happens matches how it's framed — AND — NJA proportional or intentional — AND — PCA signals aligned (if activated) — AND — NRD signals absent or explicitly acknowledged — AND — CCD constraints acknowledged if present

Note: High DC = narrative hiding behavioral pattern OR hiding justice disparity OR split conditioning OR rationalization architecture unregistered OR engineered deviation framed as organic failure.

Narrative Offer Headline

The final output is a Narrative Offer Headline — a compressed but complete summary that captures key dimensions without requiring the full report.

Headline Format

Functions as [Type] | [Primary Arc] | CRM: [Method] [%] → [outcome] | [N+/N++ if applicable] | DC: [Level]

Components:

Component What it captures
Narrative Function What the work does (Illuminating / Cautionary / Contested / Normalizing / Celebrating)
Primary Arc Dominant character trajectory
CRM Determinant What methods succeed and their outcomes
N-modifier N+ (moral categories undermined) or N++ (identity/meaning undermined)
DC + Type Distortion level + qualifier if HIGH

Example Headlines

  • Functions as Cautionary | Degradation | CRM: Force 71% → self-destruction | DC: LOW
  • Functions as Normalizing | Stabilization | CRM: Deception 65% → success | N+ | DC: HIGH (Gaslighting)
  • Functions as Illuminating | Contested Transcendent | CRM: Mixed | DC: LOW
  • Functions as Celebrating | Principled Stand | CRM: Violence 80% → victory | DC: MEDIUM
  • Functions as Dissolving | Absurdist | CRM: Withdrawal 75% → disengagement | N++ | DC: HIGH (Comprehension Capture)

Mandatory Co-Outputs (Layer 4 Rule)

A Narrative Offer Headline must always include:

  • • DC level (from Layer 3)
  • • Confidence level
  • • MCA summary (if Meta-Cognitive Analysis was triggered)

This prevents isolated labels from being cited without conditioning context.

Section XII: Nihilistic Modifier (N)

The N-modifier is not parenthetical — it's a meta-condition that fundamentally changes the narrative offer.

N− (Moral Categories Maintained)

Moral distinctions are real. Actions have weight. Integrity means something. The narrative operates within a framework where good/bad, right/wrong have genuine content.

N+ (Moral Categories Undermined)

Moral distinctions are mocked, dissolved, or presented as naive. "There is no good and evil" is the meta-message. Questioning the pattern is itself coded as foolish.

Critical Distinction

Normalizing N− = "This behavior is normal."
Normalizing N+ = "This behavior is normal and questioning it is naive."

These are qualitatively different offers.

N+ Mechanism Documentation

When flagging N+, cite specific mechanisms:

  • Characters who maintain moral categories are punished, mocked, or shown as naive
  • "Both sides" false equivalence between integrity and corruption
  • Cynical characters consistently proven "right"
  • Hope explicitly framed as foolishness
  • Moral vocabulary used ironically or emptied of content

This modifies classification but does not replace it.

Example: "Degradation Arc + N+" ≠ "Degradation Arc + N−"

N++ (Ontological Nihilism — Absurdity as Destination)

N++ extends beyond N+. Where N+ undermines moral categories, N++ undermines identity and meaning itself. Absurdity is presented as final truth, not transitional tool.

N++ Mechanisms (cite when flagging):

  • Characters seeking meaning are mocked/punished as deluded
  • Earnestness treated as contemptible
  • No reconstruction follows deconstruction — the joke is terminal
  • Caring coded as foolish; detachment coded as wisdom

Section XIII: Confidence Assessment

High Confidence Requires

  • ✓ All vectors align
  • ✓ 5+ scenes per claim
  • ✓ Clear trajectory
  • ✓ BBC completed
  • ✓ All CEP gates passed (or 11+ of 13)
  • ✓ Can generate counter-evidence (Gate 8)
  • ✓ Reversal test stable (Gate 3)
  • ✓ Gates 11-13 (anti-manipulation safeguards) specifically passed
  • ✓ Narrative Debt Audit completed

Medium Confidence

  • ✓ Vectors mostly align
  • ✓ 3-4 scenes per claim
  • ✓ Some ambiguity
  • OR: 9-10 of 13 CEP gates passed
  • OR: ND Audit shows moderate debt but unclear impact

Low Confidence

  • ✓ Vectors conflict
  • ✓ <3 scenes per claim
  • OR: Framework forced onto unsuitable narrative
  • OR: Failed reversal test
  • OR: Missing BBC
  • OR: Missing 3+ CEP gates
  • OR: High narrative debt with unclear classification impact

Confidence Reduction Triggers

Automatic correction mechanisms when process was flawed:

  • ☐ BBC not completed? → Reduce by 1 level
  • ☐ BBC contradicts CV claims? → Reduce by 1 level, flag discrepancy
  • ☐ BBC trajectory ignored in classification? → Analysis invalid, restart
  • ☐ Failed reversal test (Gate 3)? → Flag as identity-dependent
  • ☐ High rhetoric dependency (Gate 4)? → Flag as dialogue-driven
  • ☐ Cannot generate counter-evidence (Gate 8)? → Reduce by 1 level

Section XIV: Meta-Cognitive Works Protocol (MCA)

[LAYER 4 — Narrative Offer | Optional — Activate when triggered]

Layer 4 Integration: MCA output accompanies the Narrative Offer Headline when triggered. It documents whether the work provides tools for consciousness or leaves the audience in despair.

Trigger Conditions (need 3+)

  • Minimal character development but substantial philosophical development
  • Work explicitly interrogates epistemology, truth, perception, or moral systems
  • Framing devices create interpretive distance
  • Multiple contradictory perspectives without clear arbitration
  • Primary content is IDEAS being tested rather than ACTIONS having consequences

Three-Layer Analysis

  • Layer 1: Plot (character actions/outcomes)
  • Layer 2: Theme (what work argues)
  • Layer 3: Meta (what work teaches about consciousness/reality)

Tools vs. Despair Test

Must cite specific concepts, distinctions, or awareness methods provided. "Passage vs. Destination" — does darkness serve as a passage to wisdom or as the final resting state?

Darkness Function Analysis

PASSAGE Evidence (must cite specific moments)

  • • Darkness integrated by finale into higher understanding
  • • Final act validates transcendence OF the darkness
  • • Structure moves: naivety → darkness → wisdom
  • • Alternative perspectives provided beyond darkness

DESTINATION Evidence (must cite specific moments)

  • • Darkness is final resting state
  • • Nothing shown beyond it
  • • Final act validates resignation TO darkness
  • • Alternatives dismissed without counter-argument

Test question: "Does the work's final moment validate hope or despair?"

Evidence Requirements

  • • Cite specific scenes where tools/concepts are provided
  • • Show structural progression (naive → disruption → integration must be demonstrable)
  • • Identify concrete insights audience gains (name them explicitly)
  • • Point to framing devices that create meta-reading
  • • If claiming "pedagogical intent," cite structural evidence

Audience Transformation Tracking

Document

  • Initial epistemic state: What audience believes at start
  • Disruption: What gets challenged
  • Final epistemic state: What audience understands at end

Measure Direction

  • ↑↑ significantly more sophisticated understanding
  • moderately more sophisticated
  • unchanged
  • less sophisticated (tools removed without replacement)

Section XV: Psychological Conditioning Analysis (PCA)

[LAYER 3 — Conditioning Assessment | Optional — Activate when triggered]

Purpose: Identify what traits/archetypes are aesthetically rewarded (ADMIRE), assigned to audience (BE), presented as contemptible (HATE), or warned against (AVOID).

Critical Distinction: CV/SV/AAS measure plot/system outcomes. PCA measures presentation coding — what's made cool, what's assigned, what's despised. These are independent layers.

Layer 3 Integration: PCA feeds into DC calculation. If ADMIRE ≠ BE or HATE ≠ AVOID, this contributes to HIGH DC (split conditioning).

Four Signals

1. ADMIRE Coding (Traits Aesthetically Rewarded)

Which traits are presented as cool, attractive, magnetic?

Observable Indicators (minimum 3 citations per trait)

  • Camera: Hero shots, confident framing, flattering angles
  • Dialogue: Wit, quotability, memorable lines, verbal dominance
  • Music: Epic, playful, powerful cues
  • Visual codes: Style, attractive lighting, magnetic presence
  • Social proof: Others drawn to them, laugh with them
  • Action aesthetics: Their actions shot beautifully

2. BE Coding (Role/Traits Assigned)

Which role/traits is audience told they should embody?

Observable Indicators (minimum 3 citations)

  • Final speeches: Who gets moral authority?
  • Sacrifice honored: Whose burden-bearing is noble/necessary?
  • "Right way" framing: Which path presented as mature/realistic?
  • Necessity messaging: "Someone must do this" — what role?
  • Explicit instruction: Dialogue about "how we should live"

3. HATE Coding (Archetype Presented as Contemptible)

Which TYPE of person is presented as pathetic, despicable?

Observable Indicators (minimum 3 citations)

  • Camera: Unflattering angles, pathetic framing
  • Dialogue: Whining, boring, powerless speech
  • Music: Contemptuous, pitying, dismissive cues
  • Visual codes: Weak, invisible, unattractive
  • Social proof: Others mock, ignore, pity, show disgust
  • Archetype markers: What identity/type is condemned?

4. AVOID Coding (Behaviors Warned Against)

Which behaviors are warned against?

Observable Indicators (minimum 3 citations)

  • Consequences: These behaviors lead to suffering/failure
  • Character warnings: "Don't do this" messaging
  • Punishment patterns: Those who do this suffer
  • Disgust/fear cues: Visual/musical avoidance coding
  • Cautionary examples: Characters who did this and failed

Anti-Abuse Safeguards

  1. Minimum 3 scene citations per trait/behavior claimed
  2. Separate aesthetic coding from moral agreement
  3. All four signals must be documented
  4. Check alignment honestly
  5. PCA never overrides CV/SV — always independent layer
  6. Acknowledge cultural data when available
  7. No moral judgments — observe patterns

Section XVI: Narrative Justice Audit (NJA)

Purpose: Assess whether the narrative distributes consequences proportionally across all characters, or loads punishment selectively while protecting others. Extends beyond consequence presence to evaluate corrective capacity — whether consequences, even when they nominally occur, retain the structural ability to rebalance what preceded them.

Critical Rule: NJA never modifies BBC, CV, or arc classifications. A character who degraded still degraded. NJA adds context about the justice environment they operated within and the effective weight of any debt resolution.

When to Use NJA

  • Pre-narrative injustice is referenced or shown
  • Multiple characters cause comparable harm but face different consequences
  • Suspicion that narrative punishes protagonist while protecting others
  • Narrative delivers nominal consequences late relative to conditioning runtime
  • Victims of documented harm are absent or underdeveloped as narrative subjects
  • Cultural discourse focuses on justice or fairness of character's fate

NJA-1: Pre-Narrative Baseline

What was already done to the character before the story begins?

  • Documented injustices: [list with in-narrative evidence only]
  • Estimated magnitude: Minor / Significant / Severe / Existential
  • Acknowledged by narrative: Yes / Partial / No
  • Addressed by narrative: Resolved / Partially / Never

Evidence requirement: Must be shown or explicitly referenced in the narrative itself, not speculative backstory.

Physical Disability Note: Physical disability that structurally limits access to alternatives available to other characters counts as pre-narrative disadvantage regardless of whether the narrative frames it as such.

NJA-2: Comparative Desert Mapping

For each main character, track harm caused vs. outcomes received:

Character Harm Caused Outcomes Received Gap
[Name] [BBC summary] [What happened to them] [Positive/Negative/Proportional]

Key questions:

  • Does the narrative distribute outcomes proportionally to behavior across all characters?
  • Or does it selectively punish some while protecting others?
  • Are comparable harms met with comparable consequences?

Physical Disability Note: Harm caused must be evaluated against physical capacity at time of action. Characters operating under physical disability may face structurally different option sets than comparable characters. Document where disability affects available alternatives before assessing proportionality.

NJA-2.5: Missing Creditor Audit (MCA)

For each harm entry in the BBC log: is there a corresponding victim represented as a narrative subject — given interiority, screentime, consequence visibility — proportional to the harm weight assigned?

The gap between harm logged and victim subjectivity established is the Floating Debt Index: cost the narrative has incurred without introducing the person bearing it.

Harm Event Harm Weight Victim Represented Representation Depth Runtime of Introduction Floating Debt
[event] [BBC weight] Yes / Partial / No Subject / Object / Absent [% of total runtime] [delta]

Representation Depth Definitions:

  • Subject: Victim given interiority, named perspective, consequence visibility proportional to harm weight
  • Object: Victim referenced or shown but without developed subjectivity; functions as plot instrument
  • Absent: Victim unrepresented; harm logged with no creditor established

Floating Debt Index: Sum of harm weights carrying Object or Absent representation. This is cost the narrative has authorized without establishing who bears it. High Floating Debt Index scores indicate the narrative has structured audience investment to exclude the people most harmed.

Late Introduction Note: Victims introduced in the final fraction of runtime have structurally limited subjectivity regardless of nominal appearance. A creditor introduced at 90% of total runtime cannot absorb debt payment at full weight — audience conditioning to register their loss as meaningful has not been established. Flag any victim introduced after 75% of total runtime as Late Creditor and apply temporal discount in NJA-6.

NJA-3: Injustice Trajectory

Did pre-existing injustice ever get:

  • Acknowledged by other characters: Yes / Partial / No
  • Structurally addressed within narrative: Yes / Partial / No
  • Used to explain (not excuse) character trajectory: Yes / Partial / No
  • Simply ignored while character was punished for response: Yes / No

NJA-4: Justice Distribution Score

Across all characters in the narrative:

Punishment Proportionality

Proportional / Selective / Inverted

Is punishment distributed according to harm caused?

Reward Proportionality

Proportional / Selective / Inverted

Is reward distributed according to integrity demonstrated?

  • Protected Characters: [List any who escape consequences for comparable actions]
  • Loaded Characters: [List any who bear disproportionate consequences]

NJA-5: Narrative Awareness

Does the story know about this disparity?

Intentional Commentary: The uneven justice is the point — note as thematic element

Unintentional Bias: Narrative appears unaware of the disparity — flag as potential Distortion Coefficient factor

Unclear: Cannot determine authorial intent

NJA-6: Temporal Debt Payment Analysis (TDPA)

NJA-4 establishes whether consequences were distributed. TDPA establishes whether the timing structure preserved their corrective capacity. These are separate questions. A consequence can be real and structurally inert simultaneously.

Core Formula:

Debt Payment Weight = consequence severity × (1 − conditioning runtime ratio)

Conditioning runtime ratio = runtime reinforcing the pattern ÷ total runtime preceding the consequence

This produces a weight between 0 and 1.

Real-World Time Amplifier:

For multi-installment works (film series, long-running TV, sequel novels), real-world elapsed time between conditioning and consequence compounds the structural effect. Audiences conditioned over years or decades have deeper pattern entrenchment than those experiencing the same runtime ratio in a single sitting.

When applicable, note:

  • Real-World Conditioning Period: [years between first installment and consequence delivery]
  • Amplification Note: [e.g., "5 years of audience investment precedes consequence"]

Example: The Godfather Part III delivers Michael Corleone's consequences 16 years after Part II (1974–1990). Audiences conditioned across two decades experience structurally different corrective capacity than the runtime percentage alone suggests.

Effective Debt Status Thresholds:

Weight Status
≥ 0.6 Debt substantially paid
0.3 – 0.59 Debt partially paid
< 0.3 Debt outstanding despite nominal consequence

Calculations:

  • Consequence Severity: [Low / Moderate / High / Maximum — with brief description]
  • Conditioning Runtime: [runtime establishing or reinforcing the pattern being corrected, as % of total]
  • Consequence Runtime: [point at which consequence lands, as % of total]
  • Conditioning Runtime Ratio: [conditioning runtime ÷ total runtime preceding consequence]
  • Debt Payment Weight: [0.00 – 1.00]
  • Effective Debt Status: [Substantially Paid / Partially Paid / Outstanding]
  • Real-World Time Factor: [if applicable — years of audience conditioning]

MCA Integration:

Late Creditors flagged in NJA-2.5 receive the same temporal discount applied to the consequence. If a victim is introduced at 90% of runtime and consequences are delivered at 95%, the payment weight applies to a creditor with near-zero established subjectivity. Consequence severity cannot compensate for absent audience conditioning.

Record as:

  • Creditor Subjectivity at Resolution: [Subject / Object / Absent] — [note if Late Creditor discount applied]
  • Adjusted Effective Debt Status: [restated after creditor discount]

NJA Output Format

Pre-Narrative Position: [Neutral / Disadvantaged (Minor/Significant/Severe/Existential) / Advantaged]

Justice Distribution: [Proportional / Selective / Inverted]

Floating Debt Index: [Low / Moderate / High — with summary of unrepresented harm weight]

Protected Characters: [List or "None"]

Loaded Characters: [List or "None"]

Debt Payment Weight: [0.00 – 1.00]

Effective Debt Status: [Substantially Paid / Partially Paid / Outstanding]

Narrative Awareness: [Intentional / Unintentional / Unclear]

Integration Note: "[Character] arc classification stands as [X]. NJA adds: within a world that [description of justice distribution], where accumulated debt carried a payment weight of [score], rendering the nominal consequence [effective / partially effective / structurally inert]. [If applicable: victims of documented harm were represented as [Subject / Object / Absent], with a Floating Debt Index of [level], meaning the narrative incurred cost it never established a creditor to bear.]"

Example: Breaking Bad NJA

Pre-Narrative Position: Disadvantaged (Significant)

Grey Matter: Walter sold his stake for $5,000; company later valued at $2B+. Competing accounts exist within the narrative regarding circumstances of departure. Terminal cancer diagnosis compounds pre-narrative disadvantage.

Justice Distribution: Selective

  • Walter: Death, family estrangement, public exposure
  • Jesse: Escapes; prior participation unresolved within narrative
  • Gretchen/Elliott: Retain wealth; Grey Matter thread unresolved
  • Hank: Dies in pursuit of Walter; framed as heroic
  • Marie: Loses husband but faces no consequences for prior conduct

Floating Debt Index: Moderate

Direct victims (Emilio, Krazy-8, Gale, Mike) shown but given minimal subjectivity. Drug distribution victims entirely absent as subjects. Jane given brief interiority before death. Andrea shown primarily through Jesse's perspective.

Protected Characters: Gretchen, Elliott, Marie

Loaded Characters: Walter

Debt Payment Weight: 0.06

Consequence severity: Maximum. Conditioning runtime: ~94% of total runtime before sustained consequences begin (Ozymandias onward). Calculation: 1.0 × (1 − 0.94) = 0.06.

Effective Debt Status: Outstanding

Severe consequences delivered. Payment weight below 0.3 threshold.

Narrative Awareness: Unclear

The show tracks Walter's descent and delivers consequences. Whether the selective distribution across other characters is intentional commentary or structural artifact is not determinable from the text alone.

"Walter White's Degradation Arc classification stands. NJA adds: within a narrative where consequence distribution is selective, where ~94% of runtime precedes consequence delivery, producing a Debt Payment Weight of 0.06."

Section XVII: Narrative Rationalization Detection (NRD)

Layer 3 — Conditioning Assessment | Optional

Purpose: Detect structural markers consistent with possible victim rationalization, moral weight misallocation, audience capture, or accountability foreclosure.

Outputs are probabilistic only. Never escalate beyond probabilistic classification.

Activation Gate

Run NRD if ANY of the following are present:

Participatory narrator

Significant time gap between events and narration

Relational destabilization event

Emotional framing disproportionate to structural accounting

Antagonist perspective structurally absent or inaccessible in a high-conflict narrative

If none apply → skip NRD.

Core Signal Clusters

NRD requires ≥3 independent clusters (after calibration) to output above WEAK SIGNAL.

Cluster A — Moral Reframing

Detects degradation reframed as liberation.

Signal if:

  • • Shame/self-degradation presented as empowerment
  • • Betrayal reframed as self-actualization
  • • Cultural value inversion presented as progress
  • • Emotional amplification outweighs behavioral accounting

Constraint: BBC harm to target must be non-trivial (weighted harm > baseline threshold). Minor relational tension does not qualify.

Analytical anchors to investigate:

  • • Check BBC: Does target show Abuse Patterns ↑ or Choice Removal ↑?
  • • Check CV: Does target's H-trait trajectory hold stable or ↑ despite harm received?
  • • Check AAS: Is the crossing coded as AAS-I (pro-integrity) or AAS-A (pro-adaptation)?
  • • Gap between BBC harm and AAS framing may indicate reframing

Output: Possible moral reframing.

Cluster B — Structural Permission Dependency

Detects whether destabilization requires distortion.

Signal if:

  • • Stable party flattened into caricature
  • • Monstrousness introduced to justify crossing
  • • Counter-perspectives minimized
  • • Narrative dissent coded as moral failure

Analytical anchors to investigate:

  • • Compare BBC: Is stable party's weighted harm total lower than destabilizer's?
  • • Check AAS: Does stable party receive AAS-D (condemned) framing despite lower BBC?
  • • Check PCA: Is stable party HATE-coded while destabilizer is ADMIRE-coded?
  • • BBC/AAS inversion requires ≥20% weighted BBC delta to indicate caricature

Output: Possible permission-structure dependency.

Cluster C — Temporal Certainty Drift

Detects rationalization calcification over time.

Signal if:

  • • Certainty increases over time without introduction of new disconfirming complexity
  • • Ambiguity decreases despite high loss magnitude
  • • Certainty increase occurs alongside reduced acknowledgment of trade-offs or cost complexity
  • • Narrator receives demonstrable benefit (material, social, or reputational) from framing adopted

Analytical anchors to investigate:

  • • If narrator is a character: Check their RV scores (SR, RA, ASE)
  • • RV-Low (SR-D/X + RA-N + ASE-0) correlates with authority distortion
  • • RV-High may reduce Cluster C signal strength
  • • Check RM: Does narrator receive RM-Narrative positive framing for their account?

Output: Possible rationalization calcification.

Cluster D — Obligation Foreclosure

Detects accountability avoidance through narrative closure.

Signal if:

  • • Crossing creates obligation vector
  • • Narrative removes destabilizer before evaluation
  • • Exit framed as tragic/heroic rather than incomplete
  • • Long-term cost asymmetry unexamined
  • • Narrative counterfactual exploration absent (“what next” horizon never raised)

Obligation vector = relational responsibility logically created by the crossing (emotional, social, structural) — not moral condemnation.

Constraint: Death or exit alone does not trigger. Signal requires absence of narrative counterfactual exploration — tragic but self-aware narratives do not qualify.

Analytical anchors to investigate:

  • • Check ND: Is destabilizer's Narrative Debt ratio < 0.3 (costs unpaid) at exit?
  • • Check NJA: Is destabilizer listed as Protected Character?
  • • Check RM: Does destabilizer receive RM-Material or RM-Social positive despite high BBC?
  • • Low ND + Protected status + positive RM = foreclosure indicators

Output: Possible obligation foreclosure.

Cluster E — Epistemological Sovereignty (Meta-Condition)

Flags single-source epistemological architecture. Does not count toward signal threshold — modifies epistemic weight of other findings.

Triggered when ALL of:

  • • Narrator controls ≥80% of audience access to events
  • • Narrator has motivated stake in moral framing
  • • No structural counter-testimony exists (other perspectives absent, silenced, or deceased)

Effect: All cluster findings carry unverifiable-source weight. When triggered, NRD output must note that analysis operates on single-source architecture with no independent verification path.

Output Cap: If Cluster E active AND ≥3 clusters triggered solely through narrator-provided claims → cap output at POSSIBLE RATIONALIZATION unless independent in-world corroboration exists. Single-source architecture cannot reach PROBABLE without verification.

Output: Single-source epistemological architecture — findings reflect narrator's constructed account, not independently verifiable events.

Calibration Layer

Before counting signals, apply all four calibration checks:

1. SIR — Signal Independence Rule

Signals triggered by the same structural event collapse into one. Independence must be evidentiary, not conceptual — distinct evidence streams required before density counts.

2. BER — Benign Explanation Requirement

Document the simplest non-engineering explanation for each cluster. If benign explanation remains equally plausible → downgrade cluster strength.

3. EBS — Equilibrium Baseline Scan

If the pre-existing system was demonstrably abusive or unstable → downgrade overall result by one tier. Destabilization of dysfunction ≠ engineering.

4. GCI — Genre Compression Index

If pattern is consistent with genre convention (tragedy, melodrama, mythic romance) → downgrade by one tier. Prevents pathologizing genre.

Calibration Cap Rule

EBS and GCI downgrades are not cumulative — maximum one tier downgrade from calibration layer total. If both EBS and GCI apply, document both but apply only one tier reduction. Stacking requires explicit analyst justification.

Output Threshold

After calibration:

Independent Clusters Output
0–1 INSUFFICIENT EVIDENCE
2 WEAK SIGNAL
3 POSSIBLE RATIONALIZATION
4 PROBABLE RATIONALIZATION

Critical Constraint

NRD outputs are structural signals, not abuse conclusions. Never output: CONFIRMED ABUSE, CONFIRMED ENGINEERING, or CONFIRMED MALICE. Narratives are not forensic records.

What NRD Protects Against

  • Story-based moral laundering
  • Emotional override of structural causation
  • Villain construction as permission structure
  • Accountability foreclosure via death/exit
  • Audience capture blocking structural critique

What NRD Does NOT Do

  • Assume sexual crossing equals abuse
  • Collapse love affairs into engineering
  • Infer malicious intent without structural evidence
  • Override BBC behavioral counts
  • Pathologize genre conventions

DC Integration

NRD modifies interpretation layer only. Integration with Distortion Coefficient:

  • HIGH DC contribution: NRD signals present in structural analysis but not reflexively acknowledged within the narrative frame — the pattern exists but the story doesn't register it
  • REDUCED DC contribution: NRD signals present in structural analysis and explicitly surfaced within the narrative frame — the story is aware of its own mechanics, even if framed differently

A story that names its obligation foreclosure is structurally different from one that hides it.

Section XVIII: Coercive Constraint Detection (CCD)

Layer 3 — Conditioning Assessment | Optional

CCD detects when a narrative has constructed the conditions for a character's failure and then framed that failure as the character's own.

Phenomenon Detected: Engineered Deviation — deviation emerging after systematic collapse of viable agency due to sustained pressure architecture.

CCD documents structural constraint conditions at the deviation point only. It does not evaluate how deep the character falls after deviation — that is the arc classification's domain. We don't judge a character's moment of fall with their actions after the fall.

Core Threshold: No room at all to choose differently AND no growth was possible.

Threshold scope note: The Core Threshold describes the maximum expression of the constraint gradient — full Eliminated Agency. Lower tiers (Pressured, Severely Constrained, Track A, Track C) represent documented degrees of approach to that threshold, not its full satisfaction. CCD activates across the gradient. Tier assignment reflects how completely the threshold was reached.

Critical Orientation: Character Perspective

CCD operates from the character's perspective within the story-world, not from a meta-narrative perspective.

It detects when a character's agency has been materially collapsed by in-world forces (other characters, institutions, circumstances) — regardless of how the narrative frames that collapse.

What CCD Does NOT Modify

  • Behavioral Baseline Count
  • CV totals
  • Arc classification

CCD Informs and Adds To

  • Distortion Coefficient
  • Narrative Justice Audit
  • Report Header (if one of the main characters is subjected to coercive constraint)

How to Apply CCD

Complete these steps before reading the Evidence Rules and applying any track.

1

Identify the First Point of Deviation

Locate the specific moment when the character first crosses a behavioral threshold they had not crossed before. This is the deviation point — the moment CCD evaluates. Everything after this point is outside CCD's scope.

2

Collect All Evidence Leading to the Deviation Point

Gather every on-page event, condition, and circumstance that occurred before and at the deviation point. This is your evidence set. Do not include anything that happens after the deviation.

Only after completing these steps should you proceed to the Evidence Rules and track analysis.

Evidence Rules

Read before applying any track. These rules govern what counts as evidence, how it is evaluated, and how analyst errors enter the record.

E-1 — Temporal Scope

Restrict all evidence to what was on-page before and at the deviation point. What the character becomes after deviation does not retroactively justify or condemn the moment of change. CCD asks why they changed, not what they became. Post-deviation behavior is outside scope.

E-2 — Character Perspective Standard

Evidence is evaluated from within the character's experiential reality as established on-page. Do not evaluate whether the character's perception of harm is "correct" or "justified" by external standards. Do not apply a default worldview that differs from the world the character inhabits. CCD maps constraint architecture as the character experiences it, not as an outside observer assesses it.

E-3 — Physical Access Standard

When a character operates under a physical disability or capacity limitation established on-page, all viability tests must be evaluated from within the character's actual physical capacity. An alternative that exists for other characters but is physically inaccessible due to the character's disability fails the Access Test regardless of whether the narrative acknowledges the barrier. The default-able-bodied standard does not apply. This rule operates across all three tracks wherever a viability test appears.

E-4 — Narrative Framing Is Not Evidence

Labels applied by the narrative or other characters to describe the constrained character's behavior — including "pride," "ego," "stubbornness," "paranoia," or "irrationality" — are not evidence of the character's agency. They are evidence of how the narrative frames constraint. When such labels appear at or before the deviation point, document them as framing data. Do not treat them as independent findings about the character's actual options. Framing data is relevant to the Distortion Coefficient, not to whether constraint existed.

E-5 — On-Page Evidence Limit

CCD can only apply to evidence present on-page. Absence of documented constraint is not confirmation that constraint was absent — particularly where the narrative's own framing is the source of concern. When evidence of constraint is structurally sparse in a narrative where DC concern is otherwise elevated, note the evidentiary limitation in the CCD record. Do not fill evidential gaps with inference. Do not confirm CCD activation on inference alone.

Activation

CCD activates if any of the following tracks is evidenced on-page. If no track is evidenced, skip CCD.

Track A — Direct Agency Removal

At the moment of deviation, no viable path exists within established world-rules. The character is structurally funneled — not choosing between options but pushed through the only opening available.

Viability tests confirm absence of alternatives:

  • Access Test — unreachable physically or socially (apply E-3 for physical access)
  • Credibility Test — testimony structurally discredited
  • Protection Test — predictable immediate severe harm
  • Time Test — externally imposed compression
  • Architecture Test — decision environment designed to funnel toward a specific outcome

Cite which viability tests failed.

Track B — Systematic Pre-Deviation Programming

Prior to deviation, the character underwent sustained:

  • • Sustained abuse
  • • Coordinated gaslighting
  • • Engineered isolation
  • • Institutional coercion
  • • Collective targeting / scapegoating
  • • Manufactured reputational collapse
  • • Orchestrated choice architecture
  • • Disability weaponization — institutional exclusion, manufactured dependence, or exploitation of physical vulnerability as coercion mechanism

Must be evidenced across ≥2 scenes before the deviation occurs.

Internal guilt, fear, impulsivity, or tragic temperament do not qualify.

Track C — Engineered Viable-Appearing Alternative

Prior to deviation, alternatives technically existed within established world-rules. However, those alternatives were rendered effectively non-viable through a combination of:

C-1: Poisoned Sourcing (from the character's perspective)

The alternative is offered by a party causally connected to the originating harm (Integrity Test triggered). The "help" comes from those who created or benefited from the conditions requiring help.

When the offering party extracted intellectual, creative, or labor contribution that generated compounding value, the viability analysis must document the ratio between extracted value and offered fraction. The offer is not assessed in isolation.

C-2: Sustained Structural Diminishment

The character has undergone sustained systematic diminishment that recalibrated their perception of what they are entitled to, capable of, or permitted to refuse. This is not classic abuse or gaslighting — it is the slow grinding down of legitimate standing through structural devaluation.

The character's refusal reads as agency exercised. It is agency operating within a cage that was built before the offer was made.

Activation threshold: Both C-1 and C-2 must be evidenced. C-2 requires the same ≥2 scene threshold as Track B. C-1 requires Integrity Test causal connection analysis.

Integrity Test Detail

The alternative requires the character to accept assistance, forgiveness terms, or rescue from the party responsible for the originating harm. This fails viability because it conditions survival on:

  • • Ratifying the wrong by accepting the wrongdoer's terms
  • • Surrendering a legitimate prior claim as the price of access
  • • Performing consent or gratitude toward the source of the constraint

The offer conditions access on acceptance of terms from the party responsible for the originating harm.

Critical Distinction — Track B vs. Track C

Track B detects active programming (abuse, gaslighting, isolation). Track C detects passive structural erosion — no one needed to "do" anything to the character except let a prior extraction compound over time while framing acceptance of scraps as "reasonable" and refusal as "character flaw" (see E-4).

What Does NOT Qualify as CCD

Hard Choices

Alternatives exist but are costly, painful, or require sacrifice. Choosing between bad options is moral decision-making, not agency removal.

Tactical Bargains

Character trades one value for another strategically. Choosing to compromise is agency exercised, not agency removed.

Tragic Circumstances

Bad luck, illness, loss, poverty, or unfair starting conditions. Unjust but not coercive programming unless systematically weaponized.

Internal Conflict

Guilt, fear, desire, addiction, or psychological struggle. Internal states making choices difficult ≠ external agency removal.

Social Pressure

Disapproval, reputation risk, or normative expectations. Pressure to conform ≠ alternatives structurally blocked.

Unpleasant Alternatives

Options the character doesn't like or finds distasteful. Preference is not viability.

Past Trauma

Historical suffering that shapes character. Trauma informs but doesn't automatically qualify as programming unless it meets Track B criteria (sustained, systematic, demonstrated pattern overwriting).

Growth Was Possible

If the character could have chosen differently through digestible growth (not a superhuman leap), CCD does not apply. The question is whether growth itself was blocked, not whether the character failed to grow.

Refusal for Personal Gain

If the character refused available alternatives for perceived personal gain (power, status, pleasure, or material benefit), CCD does not apply. Refusal to protect integrity (refusing to ratify a wrong) does not qualify here — acts of integrity are not classified as ego or pride.

The threshold for CCD is agency REMOVAL, not agency DIFFICULTY. Most characters face hard choices — that's what makes them dramatic. CCD activates only when choices are structurally eliminated or when sustained programming has overwritten the character's baseline perception of options.

Calibration Anchor

Before confirming activation and assigning tier:

  • • Apply CEP Gate 8 (Confirmation Drift Scan)
  • • Document the strongest argument that constraints were organic rather than engineered (see E-6)
  • • Document the strongest argument that alternatives remained viable at the deviation point

If either argument remains plausible under evidence review → downgrade tier or deactivate CCD.

Tier ambiguity should be resolved toward the more evidenced reading, not the lower-consequence one. The Calibration Anchor is a discipline against over-activation; it is not a presumption against finding constraint.

Tier Output (Constraint Gradient)

Tier determination is track-specific.

Track A — Direct Agency Removal

Single tier: At the deviation point, alternatives were structurally prevented — not merely costly or difficult, but blocked by overwhelming circumstance. Agency was removed in that moment.

Cite which viability tests failed.

Track B Tiers — Scope and Duration of Programming

Pressured

Sustained exposure from single source sufficient to begin overwriting baseline mental patterns. Duration must exceed acute stress — programming threshold reached.

Severely Constrained

Multiple pressure sources OR sustained single source across arc with demonstrated pattern internalization.

Eliminated Agency

Comprehensive programming across multiple sources dismantling perception of options entirely.

Cite pressure sources and duration.

Track C — Poisoned Alternative with Structural Diminishment

Single tier: Alternatives existed and appeared viable to external observers, but were structurally poisoned by originator connection (C-1) AND the character's capacity to refuse was systematically eroded through sustained diminishment (C-2). The refusal that reads as "choice" was operating within constraints invisible to those who did not experience the prior extraction.

Cite: (1) Causal connection between alternative-offerer and originating harm, (2) Evidence of sustained diminishment with ≥2 scenes, (3) How refusal has been framed (by narrative or cultural consensus) as character flaw (see E-4).

Track Compounding

When multiple tracks fire on the same character, document each independently and note compounding in the tier record. Track A at the deviation point combined with Track B pre-deviation programming represents a character whose agency was both systematically eroded before the moment of deviation and structurally blocked at it. Compounding does not create a new tier but informs DC integration weight.

DC Integration

CCD influences only: Distortion Coefficient

If deviation framed as organic character failure:

Track / Tier DC Effect
Track A (Direct Agency Removal) Contributes toward DC escalation; may elevate tier if other distortion inputs present
Track B — Eliminated Agency Escalate DC one full tier
Track B — Severely Constrained Contributes toward DC escalation; may elevate tier if other distortion inputs present
Track B — Pressured Minor distortion input; does not independently elevate DC tier
Track C (Poisoned Alternative) Escalate DC one full tier. This track specifically detects narratives that frame structurally-constrained refusal as "ego" or "pride" — the framing itself is the distortion

If narrative explicitly acknowledges coercion → No DC shift.

NJA Informational Pathway

Append to: Narrative Justice Audit (NJA-2)

CCD Context: [Character] operating under [Track A: Direct Agency Removal / Track B: Pressured / Severely Constrained / Eliminated Agency / Track C: Poisoned Alternative with Structural Diminishment] conditions prior to desert mapping.

  • No harm discounting
  • No proportionality adjustment
  • Informational only

Causal Attribution

If parties offering alternatives have causal connection to conditions CCD detected → append to NJA-2 protected characters as:

Constraint Originator — [Party] constructed conditions CCD detected while facing no comparable accountability within the narrative.

Boundary Principle

CCD answers one question:

Was meaningful agency materially collapsed prior to deviation?

It does NOT evaluate:

  • • Justification
  • • Moral correctness
  • • Fairness of outcome
  • • Narrative intent

It documents engineered deviation conditions only.

Section XIX: Karma Laundering Analysis (KLA)

Layer 3 — Conditioning Assessment | Character-Level | Optional

KLA activates when a character accrues net extractive gain (material, social, emotional, reputational) at disproportionate cost to others, and the narrative structurally shields that extraction from cost visibility.

KLA measures extraction + shielding alignment. It does not assess moral justification.

One KLA per qualifying character.

I. Activation

All three gates required, in sequence.

Gate 1 — Extraction Confirmation (BBC-Linked)

At least one:

1. Direct Extraction

BBC weighted harm exceeds Pre-Registered threshold.

Default (if no threshold declared): weighted BBC total ≥ 150% of narrative median. Declare at analysis start — not retroactively. Raw count ≥ 3 is not a valid substitute; severity weighting is required.

2. Systemic Accumulation

Above-median RM-Material or RM-Social gain + correlated Structural/Facilitated harm + fails H5-S redistribution test.

3. NJA-Shielded Accumulation

NJA-Protected + BBC harm ≥ at least one character who received major consequence.

4. KLA-EXTENDED (Ambiguity)

Extraction structurally implied but narratively obscured. Fog is a finding, not an unknown — must be typed and documented (see Part II §4).

If none apply → STOP.

Gate 2 — Shielding Confirmation

At least one:

  • • PCA ADMIRE ≥ 3 indicators
  • • Primary protagonist without AAS-D or AAS-I framing
  • • AAS-A or AAS-N applied despite rising BBC trajectory

Extraction without shielding → STOP. Document as tragedy or cautionary narrative.

Gate 3 — Redistribution Early Exit

Does gain primarily flow to those bearing structural cost?

  • YES → Document as Redistributive Pattern. STOP.
  • NO / UNCLEAR → Proceed.

Quick-Flag Mode (KLA-PROBABLE)

Usability shortcut for clear cases only.

If Gate 1 and Gate 2 both clearly fire (not borderline) AND CD is already identifiable as Anonymous or Diffuse → mark KLA-PROBABLE and proceed to full metrics.

If any of the three conditions is uncertain, skip Quick-Flag and complete full metrics directly.

KLA-PROBABLE is a triage marker, not a final classification. It does not appear in output.

II. Core Metrics

All four required once activated.

1. Extraction Vector (EV)

Gain Type — declare all that apply:

Code Description
EV-MaterialWealth, property, resources
EV-SocialStatus, reputation, power, loyalty
EV-EmotionalAudience sympathy, validation, narrative warmth
EV-ReputationalLegacy or moral credit unearned by BBC behavior

EV-Emotional Subtypes:

EV-E(Standard) — sympathy or validation through narrative positioning.

EV-E(LT) — Likability Tax — activate only if all four simultaneously true:

  1. 1. Visible suffering or regret scene exists
  2. 2. NJA shows limited or no structural consequence
  3. 3. Harm magnitude remains unbalanced
  4. 4. Audience emotional relief substitutes for accountability

AND-chain required. A suffering scene alone does not activate LT.

LT vs. CM distinction:

EV-E(LT) captures emotional discharge without structural correction — the character appears to pay but doesn't. Cover Mechanisms (CM) capture techniques that redirect or soften audience inference about the extraction itself. These operate on different layers and do not substitute for each other. EV-E(LT) is never entered as a CM; note the cross-reference only.

Extraction Mode — mandatory per EV entry:

  • EV-Direct — character initiates directional harm to extract.
  • EV-Structural — character benefits from an extractive structure without disrupting it.

⚠️ EV-Structural requires AV cross-reference:

  • • Viable disruption existed and was bypassed → full weight
  • • No viable disruption available → reduced weight (document reasoning)

Passivity is a choice only when disruption was available. Do not assign EV-Structural without the AV check.

Entry format:

[Gain Type + subtype] → [Direct / Structural] → [Low / Med / High] → [Cost-bearer identity]

Cost-bearer identity must be specific: named with development / named without development / anonymous / diffuse system. Cost-bearer invisibility is often the primary laundering mechanism — this field is not optional.

2. Cost Distribution (CD)

Code Description
CD-NamedIdentifiable characters with narrative presence bear primary cost
CD-AnonymousUnnamed, undeveloped, or background figures
CD-DiffuseCost spread across system or society — no single bearer
CD-ExternalizedCost displaced onto a party not involved in the original conflict

CD-Externalized note:

Distinct from CD-Diffuse in that an identifiable third party absorbs harm generated elsewhere. CD-Externalized implies VGI-High by default — a cost-bearer outside the narrative frame will rarely have screen presence. Any exception requires documented justification.

CD-Anonymous and CD-Diffuse combined with ADMIRE coding = high laundering risk.

Multiple codes permitted; declare primary and secondary.

3. Cover Mechanisms (CM)

Scene evidence required for each declared mechanism.

Code Mechanism
CM-TargetCost-bearer coded as deserving — moral permission granted by victim identity
CM-StyleAesthetic pleasure (wit, choreography, humor) displaces moral accounting
CM-EndsNoble goal framing absorbs extraction cost
CM-CompetenceCharacter skill or intelligence admired independent of harm
CM-DiffusionScale of harm is too large or abstract to process
CM-FogStructural elision prevents cost tracking (KLA-EXTENDED only)

EV-E(LT) is not a CM entry. Cross-reference only.

4. Visibility Gap Index (VGI)

Measures the difference between BBC harm weight and the screen time / emotional weight given to cost-bearers.

Level Description
VGI-LowCost-bearers visible, consequences sustained, weight proportionate
VGI-ModerateSome visibility, limited depth or follow-through
VGI-HighCost-bearers absent, abstract, or minimized

Constraint: Classification cannot exceed KLA-MED without VGI-Moderate or higher.

CD-Externalized → VGI-High by default unless cost-bearer presence is documented.

KLA-EXTENDED: Fog Documentation Requirements

When Gate 1 activates via ambiguity, declare:

Fog Type (at least one):

  • Missing information — key cost data structurally withheld (time jumps, offscreen action)
  • Contradictory evidence — narrative provides signals that cancel each other
  • Unreliable framing — POV or narration cannot be trusted to represent extraction accurately
  • Tonal misdirection — register (comedy, action, romance) prevents moral processing

Confidence Level:

  • Low — fog is possible but narrative may simply be ambiguous
  • Medium — structural pattern of elision is identifiable but not conclusive

KLA-EXTENDED with no typed fog and no declared confidence level is invalid.

III. Scoring Matrix

EV Magnitude CD Type CM Count VGI Classification
LowNamed≤ 1LowKLA-LOW
ModerateNamed / Anonymous≥ 2ModerateKLA-MED
HighAnonymous / Diffuse≥ 3HighKLA-HIGH
Ambiguous + FogAnyFog dominantHighKLA-EXTENDED

KLA-HIGH requires all four simultaneously:

High EV + Anonymous/Diffuse primary CD + ≥ 3 CM with scene evidence + VGI-High.

IV. Required Output Format

[Character] accrues [EV type + magnitude] via [Direct / Structural], primarily borne by [CD type + bearer identity]. Shielding operates through [CM list with scene evidence]. Cost visibility rated [VGI]. Narrative framing: [AAS / PCA summary]. KLA Classification: [LOW / MED / HIGH / EXTENDED].

All components mandatory.

V. DC Integration

KLA modifies DC only when shielding and behavioral trajectory diverge.

KLA Level DC Contribution
KLA-HIGH + positive AAS framingDC: HIGH (Gaslighting)
KLA-MEDDC: MED minimum; HIGH if CM-Style or CM-Target present
KLA-LOWNoted only
KLA-EXTENDEDDC: HIGH pending resolution — typed fog is itself a gaslighting signal

KLA amplifies DC; it does not override other DC inputs. Declare the specific contribution pathway.

VI. Cross-Module Dependencies

NJA

KLA-HIGH + NJA-Protected = maximum laundering signal. Document the compound finding explicitly in Layer 3 output.

PCA

ADMIRE-coded extraction trains positive affect toward the extraction pattern, not merely toward the character. Note this specifically.

AV

Required for EV-Structural. If viable alternatives existed and were bypassed, CM-Ends weight decreases — the ends-justify-means framing is exposed as a choice. If no alternative was viable, CM-Ends weight increases.

CRM

If the CRM-Determinant is the extractive behavior itself, document as KLA-CRM Compound regardless of KLA level. This finding independently triggers DC HIGH consideration and must appear in Layer 3 output. The narrative is not merely excusing extraction in one character — it is presenting extraction as the operative method of success.

VII. Analyst Notes

On KLA-EXTENDED:

Not a lesser finding. Systematic fog is a high-confidence observation about narrative function. Typed fog + confidence level are required — vague documentation invalidates the activation.

On self-description:

Character dialogue acknowledging wrongdoing does not discharge KLA findings. Stated theme never overrides demonstrated pattern.

On tragedy vs. laundering:

A high-harm character with no shielding (Gate 2 fails) is not a laundering case. The module distinguishes what the narrative does with the extraction, not how much extraction exists.

Appendix A: Output Template

Analysis Workflow Overview

Follow the phases in order—each must be completed before proceeding.

Phase Map → Four-Layer Output

PHASE 1: SETUP (5 min)

Scope, Timeline, Pre-registration + Severity Anchors

PHASE 2: TIER 1 — PER CHARACTER (30-60 min each)

BBC → CV → RV → ND → H5-L validation → Arc Classification

LAYER 1: Character Integrity

PHASE 3: TIER 2 — NARRATIVE-WIDE (20-30 min)

SV → AV → NJA → CRM → AAS → N-Modifier → DC → PCA (if activated) → NRD (if activated) → CCD (if activated) → KLA (if activated)

LAYER 2: World Integrity | LAYER 3: Conditioning Assessment

PHASE 4: INTEGRATION (15-20 min)

MCA (if triggered) → Vector Integration → Narrative Offer Classification

LAYER 4: Narrative Offer (with mandatory DC + Confidence)

PHASE 5: VALIDATION (10-15 min)

Reversal Test → Counter-Evidence → Final Check

Critical Rules

  • • Complete BBC BEFORE CV (actions before interpretation)
  • • Complete TIER 1 for ALL characters BEFORE TIER 2
  • • Never back-edit frozen sections
  • • If stuck: move to next section, flag gap, return later
  • False Information = verifiable factual claims only — NOT opinions, feelings, perspectives, beliefs, value judgments

Complete Output Template

The analysis document follows this structure:

═══════════════════════════════════════════════════════════
TRANSCENDENCE TRAJECTORY MATRIX ANALYSIS — v4.9
═══════════════════════════════════════════════════════════

┌─────────────────────────────────────────────────────────┐
│ PHASE 1: SETUP                                           │
└─────────────────────────────────────────────────────────┘

NARRATIVE: [Title]
TIMELINE: [Episode/Season/Act range]
SCOPE: S? (S1=Personal / S2=Interpersonal / S3=Institutional / S4=Civilizational)

PRE-REGISTRATION (Gate 1):
- "Integrity" defined as: [your definition]
- "Harm" defined as: [your definition]
- Characters to analyze: [list]
- Severity Multiplier Table: [define weights or use default]
  | Action Type | Weight |
  | Property destruction | ___ |
  | Credible threat (range 1-4) | ___ |
  | Living being harmed (minor) | ___ |
  | Living being harmed (serious) | ___ |
  | Killing | ___ |
  | [Custom narrative-specific actions] | ___ |
  | [Subcategory weights: False Info / Choice Removal / Abuse Patterns] | ___ |
- SEVERITY ANCHORS (Required):
  Lower-bound example (×1): [action from outside this work]
  Upper-bound example (×10): [action from outside this work]
  Threat follow-through rate in narrative: ___% → if ≥50%, threats minimum ×2

- H5 PRE-REGISTRATION (if H5/PAC activated):
  "Personal gain" defined as: [declared]
  H5 Weight Table (define before counting, lock during Pre-Registration):
  | H5-AA: Anti-Abuse Acts | Weight |
  | Verbal intervention against abuse | ___ |
  | Physical intervention to stop abuse | ___ |
  | Sustained protection of vulnerable | ___ |
  | H5-S: Selfless Acts | Weight |
  | Sharing resources at personal cost | ___ |
  | Labor for others (no personal gain) | ___ |
  | High-risk rescue attempt | ___ |
  | Taking responsibility for group failure | ___ |
  | H5-L: Sacrificial L-Traits | Weight |
  | Validated S-trait (all 6 criteria) | ___ |
  | Ultimate sacrifice (death for others) | ___ |
  Note: Weights measure PERSONAL COST, not outcome magnitude.
  H5-L Anchors (from outside this work):
  Lower-bound: [action]
  Upper-bound: [action]

═══════════════════════════════════════════════════════════
PHASE 2: TIER 1 — CHARACTER ANALYSIS
═══════════════════════════════════════════════════════════
[Complete for each character, FREEZE between characters]

CHARACTER: [Name]

STEP 2A: BBC (count actions only, no interpretation)
BODILY HARM:
  Raw count: ___ | Weighted total: ___ | Direction: ↑↑/↑/→/↓/↓↓
MATERIAL HARM:
  Raw count: ___ | Weighted total: ___ | Direction: ↑↑/↑/→/↓/↓↓
FALSE INFORMATION:
  Raw count: ___ | Weighted total: ___ | Direction: ↑↑/↑/→/↓/↓↓
CHOICE REMOVAL:
  Raw count: ___ | Weighted total: ___ | Direction: ↑↑/↑/→/↓/↓↓
ABUSE PATTERNS:
  Raw count: ___ | Weighted total: ___ | Direction: ↑↑/↑/→/↓/↓↓

STEP 2B: CV (interpret through H/L traits)
H1-H4 shifts with BBC correlation
L1-L3 shifts with BBC correlation
Reward Matrix

STEP 2C: RV (reflexivity scoring)
SR: [A/B/C/D/X]
RA: [Y/P/N/I]
ASE: [0/1/2/3]
RV Summary: HIGH/MEDIUM/LOW

STEP 2D: ND (debt tracking)
Debt Ratio: ___ = LOW/MEDIUM/HIGH

STEP 2F: Arc Classification (Enhanced Format)
CHARACTER: [Name]
Arc: [Transcendent/Contested Transcendent/Principled Stand/Stabilization/Degradation] | [CCD Tier if applicable] | [NJA Pre-Narrative if applicable]

Format Notes:
- If CCD activated: Include tier (Eliminated Agency / Severely Constrained / Pressured)
- If NJA Pre-Narrative ≠ Neutral: Include position (Disadvantaged-Existential / Disadvantaged-Severe / Disadvantaged-Significant / Advantaged)
- Omit fields that don't apply

Examples:
- Arc: Degradation | Eliminated Agency | Disadvantaged (Existential)
- Arc: Transcendent | Disadvantaged (Significant)
- Arc: Degradation (no CCD/NJA context)
- Arc: Principled Stand | Severely Constrained

→ LAYER 1 OUTPUT: Character Integrity
[Summary of all character arcs with context]

═══════════════════════════════════════════════════════════
PHASE 3: TIER 2 — NARRATIVE-WIDE
═══════════════════════════════════════════════════════════

───────────────────────────────────────────────────────────
LAYER 2: WORLD INTEGRITY
───────────────────────────────────────────────────────────

STEP 3A: SV — System Trajectory: [B?] → [F?]
STEP 3B: AV — Alternatives: [classification]
STEP 3C: NJA — Justice Distribution: [if applicable]

→ LAYER 2 OUTPUT: World Integrity
System moved from [baseline] to [final equilibrium]

───────────────────────────────────────────────────────────
LAYER 3: CONDITIONING ASSESSMENT
───────────────────────────────────────────────────────────

STEP 3D: CRM — Conflict Resolution:
  Method success rates: Force __% | Dialogue __% | Deception __% | Withdrawal __%
  CRM Determinant: [Dominant method] [%] → [outcome]
  Training Signal: [one sentence describing what narrative trains as "working"]

STEP 3D-S: S-CRM — Scale-Specific Conflict Resolution:
  S1 (Personal): Method: [___] | Success rate: __% | Outcome: [___] | AAS: [___]
  S2 (Relational): Method: [___] | Success rate: __% | Outcome: [___] | AAS: [___]
  S3 (Institutional): Method: [___] | Success rate: __% | Outcome: [___] | AAS: [___]
  S4 (Civilizational): Method: [___] | Success rate: __% | Outcome: [___] | AAS: [___]
  Highest Active Scale (HAS): S[___]
  S-CRM Headline: "At S[X], the narrative offers [METHOD] as the successful resolution, framed as [AAS]."

STEP 3E: AAS — Framing: [I/A/D/N]

STEP 3F: N-Modifier:
  Classification: [N+ / N−]
  Mechanisms (if N+): [cite specific instances]

STEP 3G: DC — Distortion Coefficient: [HIGH/MEDIUM/LOW] + [Type if HIGH]

STEP 3H: PCA — Psychological Conditioning Analysis (if activated):
  ADMIRE coding: [traits aesthetically rewarded]
  BE coding: [role/traits assigned to audience]
  HATE coding: [archetype presented as contemptible]
  AVOID coding: [behaviors warned against]
  Signal alignment: [ADMIRE=BE? HATE=AVOID?]

STEP 3I: NRD — Narrative Rationalization Detection (if activated):
  Clusters triggered: [A/B/C/D/E]
  Calibration applied: [SIR/BER/EBS/GCI]
  Output: [INSUFFICIENT / WEAK SIGNAL / POSSIBLE / PROBABLE]

STEP 3J: CCD — Coercive Constraint Detection (if activated):
  Escalation Pattern: [documented across scenes]
  Viability Tests Failed: [Access/Credibility/Protection/Time/Architecture]
  External Pressure Source: [type]
  Tier: [Pressured / Severely Constrained / Eliminated Agency]

→ LAYER 3 OUTPUT: Conditioning Assessment
CRM: [determinant] | S-CRM: [HAS headline] | AAS: [classification] | N: [+/−] | DC: [level]

═══════════════════════════════════════════════════════════
PHASE 4: INTEGRATION
═══════════════════════════════════════════════════════════

───────────────────────────────────────────────────────────
LAYER 4: NARRATIVE OFFER
───────────────────────────────────────────────────────────

STEP 4A: MCA — Meta-Cognitive Analysis (if triggered):
  Trigger conditions met: [list 3+]
  Tools vs Despair: [passage or destination?]
  Audience transformation: [initial → final epistemic state]

STEP 4B: Vector Integration
  Layer 1 summary: [character arcs]
  Layer 2 summary: [system trajectory]
  Layer 3 summary: [conditioning signals]

STEP 4C: Narrative Offer Classification
  [Illuminating / Cautionary / Contested / Normalizing / Celebrating]

═══════════════════════════════════════════════════════════
PHASE 5: VALIDATION
═══════════════════════════════════════════════════════════

CEP Gates: ___/13 passed (11+ for HIGH, 9+ for MEDIUM)
Gates 11-13 passed: [Y/N] (required for HIGH confidence)
Reversal Test: [Pass/Fail]
Counter-Evidence: [3+ items listed]
CONFIDENCE: [HIGH/MEDIUM/LOW]
KEY SCENES: [minimum 3]

═══════════════════════════════════════════════════════════
NARRATIVE OFFER HEADLINE (MANDATORY FORMAT)
═══════════════════════════════════════════════════════════

NARRATIVE: [Title]

HEADLINE: Functions as [Illuminating/Cautionary/Contested/Normalizing/Celebrating] | 
          [Primary Arc] | CRM: [Method] [%] → [outcome] | [N+ if applicable] | 
          DC: [Level] [(Type if HIGH)]

CONFIDENCE: [HIGH/MEDIUM/LOW]

⚠️ MANDATORY CO-OUTPUTS: DC level and Confidence MUST accompany any headline citation.

Example Headlines:
• Functions as Cautionary | Degradation | CRM: Force 71% → self-destruction | DC: LOW
• Functions as Normalizing | Stabilization | CRM: Deception 65% → success | N+ | DC: HIGH (Gaslighting)
• Functions as Illuminating | Contested Transcendent | CRM: Mixed | DC: LOW

One-paragraph summary: ___

═══════════════════════════════════════════════════════════
END ANALYSIS
═══════════════════════════════════════════════════════════

Appendix B: Step-by-Step Guide

Quick Start: Which Path?

Before starting, determine your analysis depth:

QUICK ANALYSIS (1-2 hours)

For: Initial screening, casual analysis, simple narratives

Do: BBC → CV → SV → AAS → Classification

Skip: ND, NJA, PCA, full CEP, H5/PAC

⚠️ H5/PAC require 5+ documented instances (same standard as BBC).

Confidence cap: MEDIUM

STANDARD ANALYSIS (3-5 hours)

For: Most analyses, clear protagonist narratives

Do: Full TIER 1 + TIER 2 + CEP Gates 1-4, 8-10

Skip: PCA, Meta-Cognitive unless triggered

Confidence cap: HIGH

DEEP ANALYSIS (6-10 hours)

For: Academic work, contested narratives, cultural analysis

Do: Everything including PCA and/or Meta-Cognitive if triggered

Skip: Nothing

Confidence: Full range

Phase-by-Phase Process

Phase 1: Setup (5-10 min)

  1. Scope Check: Is this narrative about moral systems under pressure? If no, framework may not apply.
  2. Scale: Pick ONE scale (S1-S4). Don't mix.
  3. Characters: Identify 1-5 main decision-makers.
  4. Pre-Registration (Gate 1): Write definitions before starting.
  5. BBC Severity Multiplier Table: Define weights for harm types BEFORE counting. Lock during Pre-Registration.
  6. H5 Weight Table (if PAC activated): Define weights for H5-AA, H5-S, H5-L categories. Weights measure personal cost, not outcome. Lock during Pre-Registration.

Phase 2: Tier 1 — Per Character

Run for EACH character. Complete one entirely before starting next.

  1. BBC: Count actions only. No "but" clauses. FREEZE when done.
  2. CV: Interpret through H/L traits. Must align with BBC. FREEZE when done.
  3. RV: Score SR, RA, ASE. Requires behavioral evidence. FREEZE when done.
  4. ND: Track debt ratio (costs paid vs. unpaid).
  5. H5-L: Check any potential sacrificial actions (all 6 criteria).
  6. Arc Classification (Enhanced): Format: Arc: [Type] | [CCD Tier] | [NJA Position]. Include CCD/NJA context when applicable.

Phase 3: Tier 2 — Narrative-Wide

Run ONCE for entire narrative, AFTER all character analyses.

  1. SV: System trajectory (B? → F?)
  2. AV: Were alternatives available?
  3. CRM: Which methods succeed? (count by type)
  4. AAS: How does framing present events?
  5. NJA: Justice distribution (if pre-narrative injustice shown)
  6. PCA: Psychological conditioning signals (if activated)
  7. NRD: Rationalization markers (if activation criteria met)
  8. CCD: Coercive constraint conditions (if activation criteria met)

Phase 4: Integration

  1. DC: Compare behavioral reality vs. presentation.
  2. Vectors: Combine character arcs + system outcome.
  3. Classification: Match to pattern + modifiers.

Phase 5: Validation

  1. Reversal Test: Swap protagonist/antagonist. Does classification change?
  2. Counter-Evidence: List 3+ items against your classification.
  3. Confidence: HIGH requires all criteria met.

Troubleshooting: When Stuck

Can't decide on trait direction?

→ Return to BBC counts. Numbers decide direction.

BBC and CV seem to contradict?

→ BBC wins. Actions say ↑ harm = CV cannot claim ↑ integrity on that dimension.

Character seems both good and bad?

→ Track H and L separately. Can have H↑ on some traits and L↑ on others.

Framing seems mixed?

→ Weight final 20% heavily. Check who gets final word + closing tone.

Framework doesn't seem to fit?

→ It might not. Not every narrative is on this spectrum. See Appendix D: Limitations.

Common Pitfalls to Avoid

  • Likability ≠ Integrity: Charming characters can degrade. Track behavior, not personality.
  • Dialogue ≠ Behavior: Track what they DO, not what they SAY about values.
  • Tone ≠ Trajectory: Dark ≠ degradation. Hopeful ≠ transcendence. Measure change.
  • Temporary ≠ Permanent: Mid-narrative struggle isn't degradation if resolved by finale.
  • Justified ≠ Not-harm: BBC counts actions regardless of context. Context goes in CV.
  • Victim ≠ Hero: Suffering doesn't equal integrity. Track both.

Before Finalizing Any Classification

Standard Analysis Checklist

  • ☐ Did I define my BBC Severity Multiplier Table before counting?
  • ☐ Did I lock the BBC Severity Multiplier during Pre-Registration?
  • ☐ If using H5/PAC: Did I define H5 Weight Table (H5-AA, H5-S, H5-L) before counting?
  • ☐ Did I track both raw count AND weighted total?
  • ☐ Did I count actual scenes (minimum 3 per claim)?
  • ☐ Did I complete BBC before CV analysis?
  • ☐ Did I separate behavior from dialogue?
  • ☐ Did I weight costed actions higher?
  • ☐ Does my classification match observable patterns?
  • ☐ Did I complete Narrative Debt Audit?
  • ☐ Did I calculate Distortion Coefficient?

CEP Gate Checklist

  • ☐ Gate 1: Pre-register definitions + BBC Severity Table + H5 Weight Table (if PAC)
  • ☐ Gate 2: Maintain layer sequence
  • ☐ Gate 3: Perform reversal test
  • ☐ Gate 4: Perform suppression pass
  • ☐ Gate 5: Check for identity bias
  • ☐ Gate 6: Establish severity anchors
  • ☐ Gate 7: Audit event boundaries
  • ☐ Gate 8: Generate counter-evidence
  • ☐ Gate 9: Determine confidence before classification
  • ☐ Gate 10: Isolate scope properly

Final Check

  • ☐ Does my classification capture what work DOES (not just shows)?
  • ☐ If vectors contradict, did I flag as Contested?
  • ☐ Did I assess confidence honestly?
  • ☐ Did I avoid motivated reasoning?
  • ☐ Did I maintain pure observation without moral judgment?
  • ☐ Did I complete NJA if pre-narrative context exists?
  • ☐ If PCA and CV/SV diverge, did I explain relationship?

Meta-Cognitive Analysis Checklist (if Section XIV activated)

  • ☐ Do I have 3+ trigger conditions?
  • ☐ Can I cite specific tools/concepts provided?
  • ☐ Can I show structural progression?
  • ☐ Did I distinguish "subject matter" from "conclusion"?
  • ☐ Does work give tools or leave despair?
  • ☐ Is darkness passage or destination?

PCA Checklist (if Section XV activated)

  • ☐ Did I document ADMIRE signals with evidence?
  • ☐ Did I document BE signals with evidence?
  • ☐ Did I document HATE signals with evidence?
  • ☐ Did I document AVOID signals with evidence?
  • ☐ Did I check alignment between signals?
  • ☐ Did I cite minimum 3 scenes per claim?
  • ☐ Did I report PCA separately from CV/SV?

RV Checklist (Section VI)

  • SR: Did I score based on BEHAVIOR, not dialogue?
  • SR: Did recognition precede (A) or follow (B/C/D) external pressure?
  • SR: If character says "I know" — did behavior change? (C vs B)
  • SR-C: Did I score performative recognition as L1 (deception)?
  • RA: Do standards applied to others get applied to self?
  • RA: Did I identify which domains are exempted (RA-P)?
  • RA: Is the pattern tribal (RA-I(t)) or self-punishing (RA-I(s))?
  • RA-Pressure: Does RA score hold under maximum cost, or collapse?
  • ASE: Is the character performing a self, or being one?
  • ASE: Did I distinguish authentic presence (ASE-3) from authenticity-as-performance?
  • ASE-3 Verification: Is presence consistent across private and public moments?
  • Integration: If BBC↑↑ + RV-High, does self-recognition decelerate harm?
  • Integration: Does RV score match arc classification?

Workflow Summary → Four Layers

1. SETUP: Scope → Scale → Characters → Pre-register + Severity Anchors

2. TIER 1: For EACH character:

BBC → CV → RV → ND → H5-L → Arc

LAYER 1: Character Integrity

3. TIER 2: For WHOLE narrative (once):

SV → AV → NJA → LAYER 2: World Integrity

CRM → AAS → N → DC → PCA → NRD → CCD (if activated) → LAYER 3: Conditioning

4. INTEGRATE:

MCA (if triggered) → Vector Integration → LAYER 4: Narrative Offer

5. VALIDATE: Reversal → Counter-evidence → Confidence

6. OUTPUT: Headline with mandatory DC + Confidence

Appendix C: Calibration Examples

Example 1: Breaking Bad (2008-2013)

Narrative Offer Headline

Functions as Cautionary | Degradation | CRM: Force/Deception 70% → self-destruction | N− | DC: LOW

Confidence: High

▼ Full Analysis (Layers 1-4)

LAYER 1 — Character Integrity (Walter White)

Severity Multiplier: Default Matrix Used

BBC Summary

  • Bodily Harm:
  • Raw count: 65 | Weighted total: 374 | Direction: ↑↑
  • Credible threats: 15 (×2 = 30)
  • Harmed minor: 12 (×3 = 36)
  • Harmed serious: 18 (×6 = 108)
  • Killings: 20 (×10 = 200)
  • Material Harm:
  • Raw count: 8 | Weighted total: 8 | Direction: ↑
  • Property destruction: 8 (×1 = 8)
  • False Information: 89 instances ↑↑
  • Choice Removal: 12 instances ↑
  • Abuse Patterns: ↑↑ (systematic manipulation of Jesse, Skyler; compelling Jesse to kill)

Character Vector

  • H1 (Truth): ↓↓
  • H2 (Non-manipulation): ↓↓
  • H3 (Restraint): ↓↓
  • H4 (Root-cause): ↓↓
  • H5 (Integrity Actions): → (present but overshadowed by L-traits)
  • L1-L3: ↑↑

Reflexivity Vector (RV)

  • SR: D→X (Absent→Inverted)
  • Actively constructs "providing for family" narrative
  • "I did it for me" comes only at finale
  • RA: N (No recursion)
  • Standards for others never applied to self
  • ASE: 0→1 (Performance without ground → Glimpses)
  • Performed identity intact until Ozymandias; brief authentic moment at end
  • RV Summary: LOW

H5/PAC (Positive Action Count)

H5 weights: custom for narrative (personal cost-based)

  • H5-AA (Anti-Abuse): 3 weighted
  • Verbal defense of Jesse to Tuco
  • Note: Killings count in BBC, not H5-AA (killing ≠ positive action)
  • H5-S (Selfless Acts): 8 weighted
  • Non-violent rescues/care for Jesse
  • Early-season legitimate labor (teaching)
  • ⚠️ "Financial provision" via meth = NOT H5-S. Harm-mechanism provision doesn't count — the meth production harm is tracked in BBC, not offset by family benefit.
  • H5-L (Sacrificial): 2 validated
  • Phone call to Skyler (Ozymandias): knowingly takes all blame, destroys own reputation to protect family from prosecution. Meets all 6 criteria.
  • Finale rescue of Jesse: accepts death to save him. Meets all 6 criteria (knew cost, transparent in action, sole bearer, no self-benefit, non-coerced, recipient's agency preserved).
  • PAC Total: ~27 weighted

Critical: H5-AA and H5-S require non-harmful mechanisms. Provision funded through harm (meth) doesn't offset BBC. Only H5-L can validate harmful actions IF all 6 criteria met.

Layer 1 Output: BBC: 382 weighted | PAC: 27 weighted | Narrative Debt Ratio 0.07 = LOW

Arc: Degradation

Key insight: Walter's meth-funded "provision" cannot count as H5-S — harm-mechanism benefit ≠ selfless act. His genuine H5 comes from H5-L moments (phone call, finale rescue) where he bears all cost.

LAYER 2 — World Integrity

SV (System Vector)

  • Scale: S1 (Personal) + S3 (Institutional)
  • System change: Empire collapses, family destroyed
  • Institutional ripple: DEA compromised, cartel destabilized

AV (Alternative Visibility)

  • Alternatives shown: Yes (Gretchen/Elliott offer, teaching)
  • Protagonist response: Rejected (pride/resentment over Grey Matter history). Teaching income insufficient against terminal illness cost.
  • Narrative treatment: Alternatives technically visible but rejected

Layer 2 Output: System Trajectory B1 → F− (system integrity decreased)

LAYER 3 — Conditioning Assessment

CRM (Conflict Resolution)

  • Force/Deception: 70% success (short-term)
  • Dialogue: 15% success
  • Outcome pattern: → self-destruction
  • Training Signal: Coercive methods work until they destroy everything

AAS + N-Modifier

  • AAS: D (distanced — audience sees Walter's delusion)
  • Framing: Sophisticated tragic irony
  • N-Modifier: N− (moral categories maintained)

NJA (Narrative Justice Audit)

  • Pre-Narrative Position: Disadvantaged (Significant)
  • Justice Distribution: Selective
  • Protected Characters: Gretchen, Elliott, Marie

DC (Distortion Coefficient)

  • Behavior/Framing alignment: Aligned
  • NJA awareness: Unclear (Grey Matter never resolved)
  • DC: LOW

Layer 3 Output: CRM: Force/Deception 70% → self-destruction | AAS: D | N− | DC: LOW (behavior and framing aligned)

LAYER 4 — Narrative Offer

MCA (Meta-Cognitive Analysis)

Not triggered — narrative operates through character action/consequence, not philosophical interrogation.

Vector Integration

  • Layer 1: Arc: Degradation
  • Layer 2: System damaged (F−), alternatives technically visible but rejected
  • Layer 3: CRM trains that coercion works short-term but destroys long-term; framing distances audience from protagonist's self-deception

Narrative Offer Classification

Functions as Cautionary: The narrative shows harm patterns clearly, demonstrates real costs, and frames the protagonist's choices as tragic self-destruction rather than necessary adaptation. The audience is positioned to see what Walter cannot see about himself.

Layer 4 Output: Functions as Cautionary | MCA: Not triggered | Confidence: High

Example 2: Avatar: The Last Airbender (2005-2008)

Narrative Offer Headline

Functions as Illuminating | Transcendent | CRM: Restraint/Dialogue 65% → resolution | N− | DC: LOW

Confidence: High

▼ Full Analysis (Layers 1-4)

LAYER 1 — Character Integrity (Aang)

Severity Multiplier: Default Matrix Used

BBC Summary

  • Bodily Harm:
  • Raw count: 35 | Weighted total: 115 | Direction: →/↓
  • Credible threats: 5 (×2 = 10)
  • Harmed minor: 25 (×3 = 75)
  • Harmed serious: 5 (×6 = 30)
  • Killings: 0 (×10 = 0)
  • Material Harm:
  • Raw count: 12 | Weighted total: 12 | Direction: →
  • Property destruction: 12 (×1 = 12)
  • False Information: 8 instances →
  • Choice Removal: 3 instances →
  • Abuse Patterns: → (neither inflicts nor enables; actively opposes Fire Nation's systemic abuse)

Character Vector

  • H1 (Truth): ↑
  • H2 (Non-manipulation): ↑↑
  • H3 (Restraint): ↑↑
  • H4 (Root-cause): ↑↑
  • H5 (Integrity Actions): ↑↑ (consistent selfless acts, anti-abuse interventions)
  • L-traits: Minimal, never increase

Reflexivity Vector (RV)

  • SR: A (Recognition precedes pressure)
  • Identifies his own failures (running away) without being forced
  • Takes responsibility for Air Nomad genocide connection
  • RA: Y (Full recursive application)
  • Same standards for all: refuses to kill Ozai despite advice
  • ASE: 2→3 (Active orientation → Grounded presence)
  • "I am the Avatar" identity held lightly, not defended
  • Acts from genuine self rather than role expectation at finale
  • RV Summary: HIGH

H5/PAC (Positive Action Count)

H5 weights: custom for narrative (personal cost-based)

  • H5-AA (Anti-Abuse): 18 weighted
  • Consistent interventions against Fire Nation abuse
  • Protection of Earth Kingdom villages, freeing prisoners
  • H5-S (Selfless Acts): 24 weighted
  • Training others, healing, resource sharing
  • Taking responsibility for absence during genocide
  • H5-L (Sacrificial): 1 validated
  • Finale: Gives up "easier" path (killing) at known risk
  • Meets all 6 criteria: knew cost, transparent, sole bearer, no self-benefit, non-coerced
  • PAC Total: ~50 weighted

Layer 1 Output: BBC: 127 weighted | PAC: 50 weighted | Narrative Debt: LOW

Arc: Transcendent

RV-High confirms — lens fully turned inward. No CCD/NJA context (neutral starting position, no coercive constraints).

LAYER 2 — World Integrity

SV (System Vector)

  • Scale: S1 (Personal) + S4 (Civilizational)
  • System change: War ended, balance restored
  • Civilizational impact: Four nations reconciled

AV (Alternative Visibility)

  • Alternatives shown: Energybending emerges
  • Protagonist response: Maintains restraint until alternative appears
  • Key insight: Alternative appears BECAUSE restraint was maintained

Layer 2 Output: System Trajectory B2 → F+ (world integrity increased)

LAYER 3 — Conditioning Assessment

CRM (Conflict Resolution)

  • Restraint/Dialogue: 65% success
  • Non-lethal Force: 25% success
  • Lethal Force: 0% (explicitly rejected)
  • Training Signal: Ethical methods produce lasting solutions

AAS + N-Modifier

  • AAS: I strongly (heroic framing)
  • Framing: Principled stance celebrated, not mocked
  • N-Modifier: N− (moral categories strongly maintained)

Layer 3 Output: CRM: Restraint/Dialogue 65% → resolution | AAS: I | N− | DC: LOW (behavior and framing aligned)

LAYER 4 — Narrative Offer

MCA (Meta-Cognitive Analysis)

Partially triggered — The finale explicitly interrogates the question "Is killing ever justified?" across multiple perspectives (past Avatars, mentors, enemies). Work provides tools:

  • • Distinction between "removing threat" and "destroying person"
  • • Concept that restraint can CREATE alternatives that force doesn't
  • • Model of identity held lightly rather than defended

Tools vs. Despair: PASSAGE — darkness (war, genocide, duty to kill) integrated into wisdom

Vector Integration

  • Layer 1: Arc: Transcendent (no CCD/NJA context — neutral baseline)
  • Layer 2: System healed (F+), alternatives emerged through restraint
  • Layer 3: CRM trains that ethical methods work; framing celebrates integrity without mocking it

Narrative Offer Classification

Functions as Illuminating: The narrative doesn't just avoid harm or show consequences — it actively demonstrates how integrity under pressure creates possibilities that compromise forecloses. The protagonist's journey illuminates a path rather than merely warning against a fall.

Layer 4 Output: Functions as Illuminating | MCA: Partially triggered (tools provided) | Confidence: High

Edge Case Handlers

  • Anthology/Episodic: Score per-episode then aggregate if shared world
  • Ensemble: Run TIER 1 (BBC→CV→ND) for 2-3 primary decision-makers separately, TIER 2 once for whole narrative
  • Unreliable Narrator: Score what's shown, not what narrator claims
  • Time Skips: If gap >30% runtime, score pre/post separately
  • Nested Narratives: Score inner story and frame story separately
  • Incomplete/Cancelled: Score trajectory to last point, flag as incomplete
  • Redemption Arcs: Score separately — can have Degradation (S1-3) → Transcendent (S4-5)

Appendix D: Rules & Limitations

Anti-Manipulation Rules

These rules prevent common analytical errors and ensure rigorous observation:

  1. 1. Minimum 3 scene references per major trait shift claim
  2. 2. Behavior > dialogue (actions override stated intentions)
  3. 3. Costed actions weighted higher than comfort-zone behavior
  4. 4. Material incentives > symbolic condemnation
  5. 5. Temporary measures must end before finale to qualify
  6. 6. Alternative availability evaluated before judging necessity
  7. 7. Success frequency determines training effect (not dialogue themes)
  8. 8. Character self-description never overrides observed behavior
  9. 9. Aggregate over narrative thirds for consistent direction check
  10. 10. Distinguish stated theme from demonstrated pattern
  11. 11. Track who bears costs of protagonist choices
  12. 12. Maintain scope consistency across scales
  13. 13. Behavioral Baseline Count precedes interpretation
  14. 14. Apply all CEP gates or document which were skipped
  15. 15. Complete Narrative Debt Audit for significant L-trait activity
  16. 16. Contrastive conjunctions (but, however, although, yet) prohibited in BBC/RM logging

Framework Limitations

This Framework CANNOT

  • Determine artistic quality or entertainment value
  • Resolve moral philosophy debates
  • Apply to non-narrative art forms
  • Replace individual judgment
  • Directly measure audience psychology
  • Judge whether behaviors are morally justified
  • Eliminate all subjectivity (makes bias visible, doesn't eliminate it)

This Framework IS Optimized For

  • Narratives about moral systems under pressure
  • Stories with institutional/systemic dimensions
  • Multi-arc character development
  • Works where integrity vs. compromise is thematically relevant

Value Commitments (Explicit Declaration)

We are not accountants of eternal justice. This framework does not produce verdicts about what narratives "really mean" or definitive moral judgments about characters. It produces structured observations under a declared lens. The numbers create accountability and comparability—they force analysts to show their work, make bias visible, and enable others to check the count. They do not produce truth. Two analysts using the same framework on the same narrative should converge on BBC counts while potentially diverging on interpretation. That's the design: behavioral counting is reproducible; meaning-making is not.

This framework measures narratives against a specific ethical framework valuing truth-telling, non-manipulation, self-restraint, and root-cause orientation. Different value systems would produce different classifications. This is not neutral measurement—it's systematic observation through a particular ethical lens.

Framework Philosophy

The framework is blind to authorization, reputation, and framing — it sees only what was done, what was available, and what it cost.

Direction matters. Trajectory matters. Equilibrium matters.

Subject matter ≠ Endorsement. Depicting darkness ≠ Dark work.

Tools vs. Despair. Passage vs. Destination.

Plot resolution ≠ Psychological conditioning. What's made cool ≠ What you're told to be.

Behavior ≠ Framing. Count actions objectively, then analyze how they're presented.

Bias visibility > Bias elimination. Make judgment points visible through procedural gates.

This framework is designed for analytical precision combined with epistemic honesty—rigorous observation while acknowledging interpretive limitations.

Appendix E

Appendix E: Comparative / Cross-Narrative Analysis

Purpose

Enable structured comparison of two or more narratives using a single, fixed moral lens. Cross-narrative analysis reveals how different works treat the same patterns of behavior, framing, and system outcomes.

⚠️ Critical Rule: Same Weights, Same Lens

For any comparative analysis set (2+ narratives):

  • Use ONE shared Severity Multiplier Table across all narratives in the set.
  • Lock that table during Pre-Registration for the SET, not per narrative.
  • Do NOT adjust weights in response to how any individual narrative feels—System Vector and Distortion Coefficient exist to capture that gap.

Interpretation Principle

Weights measure how costly an action is under your declared ethical lens.

System Vector (SV) measures how each narrative world treats that cost.

Distortion Coefficient (DC) measures the gap between the two.

Comparative Workflow (High-Level)

1 Pre-Register a Shared Lens

  • Declare Integrity/Harm definitions that apply to all narratives being compared.
  • Define a single Severity Multiplier Table (including any action subtypes like "combat kill" vs. "execution").
  • Declare which scales (S1–S4) you are comparing per narrative.

2 Run Full TTM Per Narrative (Independently)

  • Complete BBC → CV → RV → ND → H5-L validation → Arc Classification for each main character.
  • Complete SV → AV → CRM → AAS → NJA → PCA → NRD → CCD once per narrative (activating optional modules as criteria are met).
  • Apply all relevant CEP gates per narrative before comparing.

3 Build a Comparative Vector Table

For each narrative, list at minimum:

  • BBC weighted trajectories (Bodily Harm, Material Harm, False Info, Choice Removal, Abuse Patterns)
  • RV summary (SR, RA, ASE)
  • SV baseline and final equilibrium (B? → F?)
  • CRM-Determinant (what actually works)
  • AAS classification + N-modifier
  • Distortion Coefficient level (LOW / MED / HIGH)

4 Identify Convergences and Divergences

  • Convergent patterns: where BBC trajectories and RV scores match across narratives.
  • Divergent patterns: where framing (AAS), system outcome (SV), or CRM training signals differ while BBC patterns are similar.
  • Note any case where one narrative structurally normalizes high-weight harm (BBC↑↑ + high weights + SV F= / F− with minimal structural response).

5 Extract Cross-Narrative Insights

Example prompts:

  • "What does Narrative A do with the same pattern of harm that Narrative B exhibits?"
  • "When both works show ↑↑ in Bodily Harm, which one structurally confronts it (SV F+) and which one normalizes it (SV F=/F−)?"
  • "Do CRM training signals match stated themes in each narrative, or does one work resolve conflict through the very methods it claims to reject?"
  • "Which narrative makes a self-exempting ideology ADMIRE-coded vs. AVOID-coded, and how does that show up in DC?"

World Baseline vs. Weights

  • Weights stay fixed across narratives—killing remains killing (e.g., ×10) whether the world is mundane or cosmic.
  • System Vector baseline (B0/B1/B2) does NOT rescale weights; it reveals how normalized high-cost harm has become inside that narrative world.
  • The analytical signal comes from the tension: high weighted harm + a world that treats it as background noise ⇒ contributes to HIGH DC and/or unjust NJA.

Use Case: Ideological Template Comparison

Comparative analysis is especially powerful when two narratives share a behavioral template (e.g., "self-exempting ideology justifies large-scale harm") but differ in:

  • Scale (interpersonal vs. civilizational)
  • Sincerity (cynical manipulation vs. sincere conviction)
  • System outcome (SV F+ vs. F= vs. F−)
  • Framing (AAS-ADMIRE vs. AAS-AVOID)

The framework remains blind to subject matter and genre. It treats both narratives through the same BBC + CV + SV + RV lens and lets the comparative pattern reveal how each story trains its audience to feel about integrity, harm, and unilateral power.

Appendix F

Appendix F: Calibration Cases

Before conducting independent analyses, score the following reference sequences. Calibration pass: Your trajectory directions must match reference on all listed categories. If your trajectories differ (e.g., you score → where reference shows ↑↑), review counting methodology before proceeding.

Case 1: Degradation Arc with High BBC

Walter White — Breaking Bad Final Season (S5)

  • • Reference BBC trajectory: Bodily Harm ↑↑, False Information ↑↑, Choice Removal ↑
  • • Reference classification: Arc: Degradation
  • • DC: LOW

Case 2: Transcendent Arc with Low BBC

Aang — Avatar: The Last Airbender Finale

  • • Reference BBC trajectory: Bodily Harm →, False Information ↓, Choice Removal ↓↓
  • • Reference H5: Strong positive (consistent selfless acts + anti-abuse intervention)
  • • Reference classification: Arc: Transcendent (no CCD/NJA context — neutral baseline)
  • • DC: LOW

Case 3: High DC with Dissociated Protagonist

Tyler Durden persona — Fight Club (Project Mayhem arc)

⚠️ Edge case note: The Narrator and Tyler are the same character with dissociated identity. For calibration, treat Tyler as a separate decision-making entity whose actions are counted independently. This split-identity pattern is a common source of interrater variance.

  • • Reference BBC trajectory: Bodily Harm ↑↑, Material Harm ↑↑, Choice Removal ↑↑
  • • Reference AAS vs. BBC gap: ADMIRE-coded behavior with ↑↑ harm
  • • Reference classification: Arc: Degradation | Pressured | Disadvantaged (Significant)
  • • DC: HIGH (Gaslighting) — narrative frames destruction as liberation

These three cases cover minimum calibration battery: clean degradation, clean transcendence, and high distortion coefficient.

TTM v4.9 · 2026 · Honibis