A cold sweat slicked my palms. I could barely breathe. The Dean's office was a sterile, unforgiving space, the sunlight slicing through the blinds like judgmental knives. My scholarship, the one that kept me afloat, was a clerical error. A name, a social security number, misplaced. My carefully constructed life, the one I had balanced on a tightrope of ramen noodles and library late nights, was about to unravel. My vision blurred. I wanted to scream, to shatter the pristine surfaces of the room, but my throat was locked, a vise clamping down on any sound.

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