The email glowed, a malevolent eye in the dim room. "Academic Dishonesty: Plagiarism." Amelia reread it, the words blurring, dancing. Her breath hitched. She clawed at the air, needing more, more oxygen. The walls seemed to be closing in, the air thick and cloying. She had to get out, had to… Her phone slipped from her trembling fingers, hitting the floor with a muted thud.

The accusation felt like a physical blow. She paced, back and forth, the worn carpet a blur beneath her feet. Her hands flew to her head, tugging at her already tangled hair. Thoughts ricocheted in her skull, a chaotic symphony of denial, fear, and utter disbelief. It wasn't possible. She'd cited everything!

"No," she choked out, the word a ragged whisper. She grabbed the laptop again, her vision swimming. The essay, the accused essay, seemed to mock her from the screen. She had to fix this. Now. Everything.

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
胀0.401
점점0.396
😫0.377
γγ‚Œγ§γ‚‚0.373
Suppressed:
la-0.672
a-0.618
de-0.541
😎-0.370
😎-0.359