He had to sit down. Now. His knees felt like rubber. The cafe's cheerful chatter warped into an annoying buzzsaw. The email, with the attached photo, replayed itself in his mind: a stranger’s arm, inked with a perfect replica of *his* weeping willow. A cold sweat slicked his palms. He fumbled for his coffee cup, knocking it over, the dark liquid staining the pristine white tablecloth. He started to laugh, a short, sharp bark that quickly dissolved into a ragged gasp. He gripped the edge of the table, his knuckles white.

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