He stared at the offending webpage. It was real. His diary, all of it, painstakingly transcribed and uploaded. He ran a hand through his hair, tugging at the strands until it almost hurt. A low moan escaped his lips.

The room spun. He felt a wave of nausea, followed by the chilling knowledge that he was utterly exposed. He slammed his fist onto the desk, rattling the monitor. He thought of his colleagues, his family, the girl he’d been seeing.

He stumbled to the bathroom, splashing cold water on his face. The reflection stared back, a stranger marked by terror. He could feel his heart hammering against his ribs, threatening to burst free. He couldn't breathe.

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