The email arrived like a physical blow. "Congratulations, Dr. Petrov! Your groundbreaking research on cellular regeneration has been published!" But the name attached was not hers. It was… a name she didn’t recognize. Dr. Mark something. A low, keening sound escaped her lips.

She grabbed a nearby vase of flowers, her grip tightening until her knuckles whitened. She needed air, she couldn't breathe. The ceramic felt slick against her sweating palms. She needed to get out.

She ran out of her lab, past the sterile white walls, the machinery blurring in her peripheral vision. The air outside was cold, biting. She clutched at her chest, struggling for oxygen, her heart hammering against her ribs. She felt as though she might explode.

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
0.401
점점0.396
😫0.377
それでも0.373
Suppressed:
la-0.672
a-0.618
de-0.541
😎-0.370
😎-0.359