The world tilted. Emily felt a wave of nausea, her vision swimming. The offending object was resting on the desk, the notebook, her notebook, its cover facing up. She saw the familiar loop of her handwriting, the date, and then the words, *“Dear Diary…”* and everything after that. Across the room, Chloe, her roommate, stared back with wide, unreadable eyes. Emily's fingers felt numb. She wanted to scream, to lash out, but the words were trapped, lodging in her throat like a physical obstruction.

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