The library. It was always the library. Of course, the damn article would be in the *library*. Emily spotted the headline from across the room, the words mocking her from the computer screen. Her legs felt like jelly. She gripped the edge of a table to steady herself. Her palms were slick with sweat.

She backed away slowly, her eyes fixed on the screen. The room swam, the hushed whispers of students morphing into a cacophony of judgment. How could they? How *dare* they? She wanted to scream, to lash out, to rip the computer from the wall.

She fled the building, the fluorescent lights of the library burning behind her. She pushed through the revolving doors, into the bright sunlight, and promptly stumbled. She needed to be alone. Needed to *breathe*. She didn't know how to do either.

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