The newspaper headline swam before her eyes: “Local Artist’s Secret Life Revealed!” She snatched the paper from the newsstand, her hands trembling so violently she nearly dropped it. A wave of nausea washed over her, making her lightheaded.

Her breath hitched in her throat, a choked sob. The article contained everything: the affair, the gambling debt, the art she’d buried. Everything she'd kept locked away, protected. All of it public now.

She sank onto the nearest bench, the cold metal seeping into her bones. The world tilted. She clawed at her hair, as if trying to rip the thoughts from her head, the memories from her mind. She felt utterly exposed, utterly vulnerable.

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