The librarian handed her the letter, her expression one of polite curiosity. She took it, the envelope feeling alien in her hand. The library’s hushed atmosphere intensified, the silence pressing in. As she walked to a table, her legs felt like stilts.

Her hands shook so badly she had to carefully place the envelope on the table. She stared at it, the paper seeming to vibrate with an unseen energy. A wave of heat washed over her, making her dizzy. She fanned herself with her hand, but it did no good.

She pulled the chair close, then slumped into it. Her pulse throbbed in her ears. She felt disconnected from the world, floating in a sea of dread. The library faded. Her own name, in shaky handwriting, became the only reality.

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