1. First principle: story is perceived change
A topic is what the content is about. A story is the ordered perception of change.
STORY
= State A
+ Subject
+ Desire, need, question, or disequilibrium
+ Opposing force or uncertainty
+ Attempts, discoveries, or escalations
+ Irreversible change
+ State B
+ Meaning
A narrative is the controlled release of story information to an audience.
NARRATIVE
= story facts
+ point of view
+ selection
+ order
+ duration
+ emphasis
+ withholding
+ revelation
+ audiovisual treatment
Therefore, the production system must maintain two separate graphs:
- Story graph: what happened, what is true, and what caused what.
- Narrative graph: what the audience is told, in what order, and with what treatment.
The narrative may reorder the story, but it may not silently falsify it.
2. Beat as the smallest story unit
BEAT
= prior audience state
+ new information/action/emotion
+ turn
+ resulting audience state
Every beat has:
| Field | Question |
|---|---|
| Function | What job does this beat perform? |
| Proposition | What becomes known or believed? |
| Change | What is different after it? |
| Subject | Who or what carries the change? |
| Force | What causes or resists the change? |
| Stakes | Why does the change matter? |
| Evidence | What supports the proposition? |
| Emotion | What should be felt, and by whom? |
| Tension | What remains unresolved? |
| Dependency | What must the audience already know? |
| Payoff link | What earlier setup does it answer? |
| Setup link | What later beat does it prepare? |
| Duration | How much time does it require? |
| Treatment | Dialogue, scene, narration, graphic, sound, or combination? |
| Exit state | What question or expectation carries forward? |
3. Beat-function vocabulary
Entry functions
COLD_OPEN
HOOK
PROVOCATION
IMAGE_PROMISE
QUESTION_PROMISE
OUTCOME_PREVIEW
CONTRADICTION
MYSTERY
Orientation functions
CONTEXT
TIME_PLACE
CHARACTER_INTRODUCTION
RELATIONSHIP_MAP
DEFINITION
RULE_OF_WORLD
BASELINE
SCOPE
QUALIFICATION
Motion functions
INCITING_EVENT
GOAL_FORMATION
DECISION
ATTEMPT
PROCESS
DISCOVERY
ESCALATION
COMPLICATION
OBSTACLE
FAILURE
ADAPTATION
PROGRESS
REGRESSION
Proof and reasoning functions
CLAIM
REASON
MECHANISM
EVIDENCE
EXAMPLE
DEMONSTRATION
COMPARISON
CONTRAST
COUNTERARGUMENT
REBUTTAL
LIMITATION
UNCERTAINTY
SYNTHESIS
Emotional functions
VULNERABILITY
REACTION
RELIEF
DREAD
AWE
HUMOR
GRIEF
ANGER
HOPE
INTIMACY
REFLECTION
Turn and payoff functions
REVEAL
REVERSAL
RECOGNITION
CALLBACK
PAYOFF
CLIMAX
CHOICE
CONSEQUENCE
RESOLUTION
NEW_NORMAL
TAKEAWAY
CALL_TO_ACTION
TAG
One beat may hold multiple functions, but it should have one dominant function.
4. Causal grammar
A coherent sequence usually contains one or more causal chains:
BECAUSE A causes B
THEREFORE B changes the next choice
BUT a force blocks the expected path
DESPITE action continues under resistance
UNTIL repetition reaches a threshold
UNLESS a condition threatens the outcome
SO THAT an action is tied to intent
WHICH MEANS a fact becomes relevant to the audience
Weak assembly often connects beats with only AND THEN. Strong assembly asks:
Can adjacent beats be connected by BECAUSE, THEREFORE, BUT, or WHICH MEANS?
Use AND THEN deliberately for chronology, montage, accumulation, or absurdity—not as the default substitute for causality.
5. Information-state model
For every important proposition, track what the audience currently knows:
UNKNOWN
TEASED
PARTIALLY_KNOWN
BELIEVED
QUESTIONED
CONTRADICTED
SUPPORTED
PROVEN_WITHIN_SCOPE
REINTERPRETED
RESOLVED
A reveal is only a reveal when the narrative state changes.
REVEAL_STRENGTH
= importance
× prior uncertainty
× evidence credibility
× consequence
× preparation quality
- predictability
- confusion
6. Tension and open loops
TENSION
= desired answer/outcome
- current certainty/control
+ cost of delay/failure
Open-loop types:
question
promise
prediction
danger
missing cause
missing identity
missing method
unfinished action
moral dilemma
contradiction
countdown
comparison gap
Each open loop must have:
setup_beat
importance
expected_resolution_window
status
payoff_beat or intentional_nonresolution
Rules:
IF a loop is high importance AND remains unresolved past its expected window
THEN create a reminder, partial payoff, or explicit deferral.
IF more than the configured open-loop capacity is active
THEN close, merge, or deprioritize the weakest loops.
IF the payoff is smaller than the promise
THEN reduce the promise or strengthen the payoff.
7. Stakes grammar
Stakes answer, “What changes if this succeeds, fails, or remains unknown?”
Dimensions:
holder: self | relationship | group | institution | public | environment
kind: physical | emotional | social | moral | financial | legal | epistemic | temporal
magnitude: negligible → existential
immediacy: distant → immediate
probability: speculative → certain
reversibility: easy → irreversible
visibility: private → public
Stakes must be demonstrated or explained; volume and dramatic music cannot manufacture them.
8. Character and speaker grammar
A narrative entity can perform one or more roles:
PROTAGONIST
ANTAGONISTIC_FORCE
GUIDE
WITNESS
EXPERT
SKEPTIC
ALLY
FOIL
BENEFICIARY
DECISION_MAKER
NARRATOR
AUDIENCE_PROXY
SYSTEM_OR_INSTITUTION
For each significant entity, track:
want
need
belief
misbelief
fear
constraint
power
knowledge
relationship
strategy
change
contradiction
voice
For nonfiction, “character arc” may mean a change in knowledge, position, method, relationship, or credibility—not a fabricated emotional transformation.
9. Point-of-view dimensions
person: first | second | third
knowledge: omniscient | limited | witness | retrospective | real-time
reliability: reliable | qualified | contested | unreliable
access: external | internal | mixed
temporal position: before | during | after
stance: neutral | investigative | advocacy | personal | satirical | poetic
Decision rule:
IF the central value is lived experience
THEN privilege first-person testimony.
IF the central value is verification
THEN privilege source visibility and an investigative narrator.
IF sources disagree
THEN represent disagreement in the narrative graph rather than smoothing it away.
10. Scene grammar
SCENE
= place/time continuity
+ active subject
+ immediate objective
+ obstacle or uncertainty
+ behavior
+ turn
+ exit value
Scene value pairs may include:
safe → unsafe
ignorant → informed
control → loss of control
trust → distrust
distance → intimacy
hope → disappointment
confusion → clarity
weakness → leverage
order → disorder
A scene without a turn may still function as atmosphere, observation, ritual, proof, or transition; label it accordingly.
11. Sequence grammar
A sequence combines beats or scenes around one local movement:
SETUP → DEVELOPMENT → TURN → CONSEQUENCE
QUESTION → SEARCH → EVIDENCE → ANSWER
GOAL → ATTEMPTS → FAILURE → ADAPTATION
CLAIM → EXAMPLE → OBJECTION → QUALIFIED_SYNTHESIS
A complete episode or film combines sequences into a larger state change.
12. Reusable narrative architectures
Explanation
confusing observation
→ useful question
→ definitions
→ mechanism
→ example
→ boundary/exception
→ implication
→ usable model
Argument
claim
→ stakes
→ reasons
→ evidence
→ strongest counterargument
→ rebuttal or concession
→ qualified conclusion
→ action
Investigation
anomaly
→ initial hypothesis
→ source trail
→ conflicting evidence
→ failed explanation
→ new connection
→ best-supported finding
→ uncertainty ledger
Transformation
before state
→ dissatisfaction or inciting event
→ commitment
→ struggle
→ adaptation
→ threshold
→ result
→ cost and meaning
Case study
subject and baseline
→ objective
→ constraints
→ intervention
→ process
→ measurable outcome
→ alternative explanations
→ transferable lesson
Tutorial
outcome preview
→ prerequisites
→ model
→ ordered actions
→ checkpoints
→ common failures
→ verification
→ next application
Interview or podcast
identity/value promise
→ origin or context
→ central problem
→ mechanisms and stories
→ tension/objection
→ synthesis
→ personal meaning
→ practical takeaway
Documentary portrait
revealing present-tense behavior
→ context
→ desire
→ pressure
→ contradiction
→ consequence
→ reflective meaning
Sales narrative
recognized problem
→ cost of inaction
→ desired state
→ mechanism
→ proof
→ risk reversal
→ fit/qualification
→ action
Horror or dread
normal rule
→ subtle violation
→ denial
→ recurrence
→ pattern recognition
→ loss of control
→ confrontation
→ residue
Never use a genre pattern to falsify a nonfiction claim.
13. Hook grammar
A hook is a compact change in attention, not merely loudness.
HOOK
= subject clarity
+ consequential gap
+ specificity
+ credible promise
+ forward vector
Hook operators:
QUESTION: “Why did X happen?”
CONTRADICTION: “Everyone remembers X, but the first record says Y.”
OUTCOME_FIRST: show result before mechanism.
DEADLINE: establish time pressure.
IRREVERSIBLE_MOMENT: begin at the point of no return.
SPECIFIC_CONFESSION: precise personal disclosure with context.
VISIBLE_PROBLEM: demonstrate failure before explanation.
PATTERN_BREAK: violate an established audiovisual expectation.
Hook integrity test:
Does the body answer the promised question?
Does the opening preserve the speaker’s meaning?
Is the uncertainty real?
Is the consequence proportional?
14. Pacing as a vector
Pacing is not simply “fast” or “slow.” Track:
shot duration
beat duration
speech rate
idea density
new-entity rate
visual change rate
auditory change rate
question-to-answer gap
silence ratio
emotional change rate
tension slope
repetition interval
novelty interval
transition duration
Pacing rules
IF cognitive load rises
THEN reduce concurrent visual change OR slow speech OR add a summary.
IF emotion is the dominant value
THEN protect pauses, reactions, and unbroken performance.
IF procedural clarity is the dominant value
THEN align each action with one visible step and one verification cue.
IF energy remains flat across multiple beats
THEN vary scale, mode, question, evidence, rhythm, or emotional value—not all at once.
15. Emotional contour
Represent emotion per beat as a vector rather than one label:
valence: negative ↔ positive
arousal: calm ↔ activated
control: powerless ↔ powerful
certainty: uncertain ↔ certain
connection: isolated ↔ connected
Create a target contour, then compare it with the observed performance. Do not force music or cutting to contradict authentic testimony without an explicit editorial reason.
16. Narrative compression
Compression removes time while preserving causal and ethical integrity.
Compression operators:
remove repetition
merge equivalent propositions
replace examples with representative example
summarize process
use montage
use time card
use graphic model
use ellipsis
use narration bridge
use reaction instead of repeated explanation
Compression safety rules:
KEEP qualifiers that change truth conditions.
KEEP causal links needed to understand responsibility.
KEEP uncertainty around disputed facts.
KEEP emotional pauses when the pause carries meaning.
KEEP enough chronology to prevent false implication.
17. Setup, callback, and payoff graph
SETUP --prepares--> PAYOFF
MOTIF --repeats_with_change--> CALLBACK
QUESTION --resolved_by--> ANSWER
PREDICTION --confirmed_or_denied_by--> RESULT
PROMISE --fulfilled_by--> DEMONSTRATION
Payoff score:
PayoffScore
= relevance to setup
× consequence
× surprise-with-coherence
× emotional or intellectual resolution
× recall strength
18. Narrative candidate generation with LAKA
For a base story graph, generate versions by change level.
Baseline
clean chronology
remove repetition
preserve speaker order
add minimal orientation
Minor change
alternate hook
move one example
shorten a section
add one visual explanation
change local pacing
Major change
replace chronological opening with outcome-first opening
center a different conflict
use a thematic rather than chronological sequence
change narrator stance
Structural change
intercut two timelines
build around question/evidence modules
convert interview into narrated documentary
convert long episode into chaptered argument
Paradigm change
change protagonist or audience proxy
turn explanation into investigation
turn interview into interactive branching narrative
make the process—not the result—the central story
Score candidates for:
truth preservation
causal clarity
promise/payoff integrity
audience relevance
emotional coherence
novelty
retention potential
production feasibility
accessibility
risk
19. Narrative failure modes
TOPIC_WITHOUT_CHANGE
CHRONOLOGY_WITHOUT_CAUSALITY
HOOK_WITHOUT_PAYOFF
CONFLICT_WITHOUT_STAKES
CLAIM_WITHOUT_EVIDENCE
EMOTION_WITHOUT_CONTEXT
MONTAGE_WITHOUT_ORIENTATION
EXCESSIVE_OPEN_LOOPS
FALSE_CAUSAL_IMPLICATION
OVER_COMPRESSION
REPETITION_WITHOUT_ESCALATION
SINGLE_EMOTIONAL_NOTE
UNMOTIVATED_TURN
ENDING_WITHOUT_NEW_STATE
CTA_WITHOUT_EARNED_RELEVANCE
20. Narrative acceptance test
A narrative passes when a reviewer can answer:
- What changed?
- For whom or what?
- Why did it change?
- What resisted the change?
- Why does it matter to this audience?
- What evidence supports the central claims?
- Which important uncertainties remain?
- What was promised, and where was it paid off?
- What should the audience now know, feel, or do?
- Could any edit create a materially false implication?