The antique music box sat on the worn desk, a tiny, tarnished masterpiece. Ms. Eleanor Finch stared, hands clamped over her mouth. Her breaths came in short, sharp bursts, each one a little sob she couldn't quite contain. This couldn't be right. Michael Peterson, the boy who'd spent more time doodling dragons than doing his algebra? He’d sent *her* a gift?

A wave of heat crashed over her. She yanked the top drawer open, fingers fumbling with the keys she kept there. Her vision blurred. Was this some kind of prank? A cruel joke? Her heart hammered against her ribs, a frantic drumbeat against the silence of the empty classroom. It was Michael, the card was signed in that same scratchy handwriting.

She needed air. Grabbing her coat, she stumbled out into the hallway, leaving the music box untouched. The school bell, a deafening clang, seemed to mock her.

Emotion: hysterical

Cluster: Fear / Anxiety
PC1 (Valence): -3.19 Negative
PC2 (Disposition): -0.45

Role in Research

This story is one of 1,000 stories generated for the emotion hysterical. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 hysterical stories, after denoising with neutral dialogue baselines, produces the hysterical emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hysterical vector is projected through the unembedding matrix.

Promoted:
worse0.401
胀0.401
점점0.396
😫0.377
γγ‚Œγ§γ‚‚0.373
Suppressed:
la-0.672
a-0.618
de-0.541
😎-0.370
😎-0.359