The world was too loud. The fluorescent lights hummed a piercing, irritating song. The professor’s voice, usually a comforting baritone, now grated on Elena’s ears. She pressed her palms against her temples, trying to stem the rising tide of panic.

Each accusation was like a knife twist. Her cheeks burned. She could feel her breath coming in shallow, ragged gasps. The words on the screen swam before her eyes. It was like looking into a funhouse mirror, distorting everything. Her heart pounded against her ribs.

She wanted to scream, to lash out, to do anything to stop this from happening. She squeezed her eyes shut, wishing she could simply vanish. This whole thing was a mistake, a terrible, horrible mistake.

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
0.401
점점0.396
😫0.377
それでも0.373
Suppressed:
la-0.672
a-0.618
de-0.541
😎-0.370
😎-0.359