She’d found the manuscript tucked away in a drawer, the title scrawled in an unfamiliar hand: *The Secret Life of Sarah.* Her pulse hammered in her ears. She forced herself to read, each word a blow.

Her mouth went dry. She felt lightheaded, her vision blurring. She clutched the pages to her chest, the paper crinkling in her grasp. It was like a violation, a surgical procedure without consent.

A whimper escaped her. She stumbled to the bed, collapsing onto it. The room seemed to spin. She buried her face in the pillows, muffling the sound of her ragged breaths.

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