The email shimmered on the screen, a malicious little snake of pixels. Elias stared at it, the words of the article blurring. His breath hitched in his chest, a ragged, uneven rhythm. He felt a sudden, fierce heat bloom in his face, prickling his skin. He slammed his hand down on the desk, the impact reverberating through his arm. *Impossible,* he thought, the word a frantic whisper in his mind. He scrambled for his phone, his fingers clumsy as he fumbled for the number. A shaky sob escaped him.

He paced the length of his tiny apartment, the linoleum floor cold against his bare feet. The phone rang, and rang, and rang. Each unanswered ring was a hammer blow against his composure. He picked up a framed picture of himself with the author, grinning. He flung it across the room. The glass shattered, the sound oddly satisfying.

He needed air, he realized. He yanked open the window, gulping down the late afternoon breeze. The world outside, the vibrant green of the park across the street, seemed ridiculously normal. He wanted to scream.

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