The world tilted. Sarah's vision tunneled as the Dean of Students laid out the evidence. Screenshots. Side-by-side comparisons. Her own words, appearing alongside another author’s, without proper attribution. Her throat constricted. A sob escaped, a choked-off sound that caught in her chest.

She gripped the edge of the hard wooden chair, knuckles white. The accusations were like a physical weight, pressing down on her, stealing her breath. She didn't remember doing this. Or maybe she did. Maybe she was losing her mind.

The air around her crackled with tension. Each blink was an effort, each breath a struggle. Her mouth opened and closed soundlessly, like a fish gasping for air. This couldn’t be happening to 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
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