He stared at the blank screen, the cursor blinking tauntingly. His mind was a battlefield, a storm of panic and self-recrimination. He had been so careful. Or had he? Liam ran his hands through his hair, the gesture now almost manic.

The professor's words echoed in his ears. The potential consequences loomed before him, a terrifying shadow. His breath came in ragged gasps. He pressed his fingers against his temples, trying to silence the frantic thoughts that swirled within.

He felt a wave of nausea wash over him. His stomach churned. He had to fix this. But the words, the essay, the accusations, were all a blur. He felt utterly and completely lost.

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