The email. The subject line, “Your Legacy,” sent a bolt of pure, unadulterated terror through her. She clicked it open, her fingers fumbling over the mouse. The attached document. A PDF. *The Life and Times of Evelyn Reed.*

Her breath caught in her chest, a sharp, stabbing pain. She scrolled through the pages, her heart hammering against her ribs. Each sentence, each paragraph, was a violation. Her life, her secrets, her deepest fears, all laid bare.

She gasped, tears blurring her vision. She felt as though her skin had been peeled back. She slammed her laptop shut, the metallic clank a jarring sound in the stillness of her apartment.

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