David reread the email, his eyes darting back and forth across the screen like trapped insects. The grant committee's words echoed in his head, a relentless drone. He'd dedicated years to his research on the unusual properties of a certain rare species of fungus. Now, someone else, 'Dr. Emily Carter,' had not only discovered it, but had gone further and made the same conclusions.

He pushed back from his desk, the chair screeching on the linoleum. He stumbled, catching himself on the edge of the desk. His heart hammered in his chest, each beat a painful thud. He needed air. He ripped open the window, gulping in the cold, night air.

The world seemed to spin. He needed to scream, to break something, to *do* anything that would alleviate the pressure that was building inside.

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