The adversarial layer

Context Remix.

Pick a token. See it dropped into every scene we have for it. The acoustic string is identical — only the situation and prosody change. A model that memorized "long dude equals amazement" fails here. Pragmatic meaning must be recomputed per scene.

Choose a token to remix

Same utterance across every scene below

Dude

Appears in: English

Context-sensitivity0/13 distinct meanings · 0%

Answer scenes below — this bar rises only when your correct picks span different speech-acts, not when you repeat the same reading.

Scene 1 · Englishflat · terminal · downward pitch

Situation

A friend opens the fridge and sees the birthday cake has been eaten.

Scene 2 · Englishextended vowel · rising pitch · high stress

Situation

A skateboarder lands a trick nobody expected.

Scene 3 · Englishlowered pitch · trailing · concerned

Situation

A friend says she is considering driving home after drinking.

Scene 4 · Englishreferential · demonstrative · flat

Situation

Someone points across the boardwalk at a man behaving strangely.

Scene 5 · Englishclipped · low · weary

Situation

A friend repeats an irritating story for the third time.

Scene 6 · Englishhushed · slow · unresolved

Situation

A person quietly receives devastating news.

Scene 7 · Englishrising · sharp · incredulous

Situation

Two friends walk in on a third eating from their plate.

Scene 8 · Englishsharp · loud · abrupt onset

Situation

Someone almost steps into traffic.

Scene 9 · Englishstretched · falling · dry

Situation

A friend shows off a car they clearly cannot afford.

Scene 10 · Englishwarm · low · exhaled

Situation

Two old friends reunite after years, one steps off the plane.

Scene 11 · Englishhushed · unresolved

Situation

A friend reveals they lied about something important.

Scene 12 · Englishhushed · slow · reverent

Situation

A friend watches the sunset from a cliff.

Scene 13 · Englishhushed · slow · unresolved

Situation

A friend has just been handed a medical diagnosis.

Scene 14 · Englishflat · direct

Situation

A stranger addresses a woman on the street with 'dude'.

Scene 15 · Englishrising · curious

Situation

Trying to get a distracted friend's attention.

Scene 16 · Englishdelayed onset · flat

Situation

After a long silence, following an unbelievable claim.

Scene 17 · Englishstretched · fond · exasperated

Situation

Watching a friend fail an easy task twice in a row.

Why this matters

If a model gives the same interpretation across these scenes, it is reading the token, not the situation. That is the poisoning surface: the wrong meaning gets logged as ground truth and propagates. The sensitivity score above rewards appropriate shift — not raw accuracy.