The book lay open on the kitchen counter, the spine cracked, the cover proclaiming: *The Unvarnished Truth: The Life of Eleanor Vance.* She clawed at her throat, the words a physical pressure, constricting her airway. This wasn't happening. It couldn't be.

A scream, tight and strangled, escaped her. She slammed the book shut, the sound echoing in the sudden, suffocating quiet. Images flickered: her childhood home, the college dorm, the disastrous first date. All laid bare. All written.

Her vision tunneled. She stumbled backward, bumping into the island. Her fingers scrabbled for purchase on the smooth granite, as if the surface could ground her. She sank to the floor, her breath coming in shallow, ragged gasps.

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
่ƒ€0.401
์ ์ 0.396
๐Ÿ˜ซ0.377
ใใ‚Œใงใ‚‚0.373
Suppressed:
la-0.672
a-0.618
de-0.541
๐Ÿ˜Ž-0.370
๐Ÿ˜Ž-0.359