Sarah's palms were slick with sweat as she stared across the desk at Emily, her supposed "literary agent." The air in the office suddenly felt thick, almost suffocating. Emily’s confession – she worked in a *book binding factory* – was a punch to the gut. The carefully curated persona, the literary jargon, the tales of publishing houses...all fabricated. Sarah's vision tunneled, the plush carpet beneath her feet swaying slightly.

She took a jerky inhale, trying to steady herself. Her heart hammered against her ribs, a frantic drumbeat against the silence that followed Emily’s words. She pictured all the times she’d confided in her, shared her dreams, laid bare her vulnerabilities. The image of the manuscript clutched in her hands blurred. Was it all a joke? Was *she* the joke?

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