His hands trembled so violently that he could barely unlock his front door. James stumbled inside, the wallet a lead weight in his pocket. The living room swam, the floral wallpaper seemed to undulate. He slammed the door, leaning against it, gasping for air. His breath hitched, coming in short, shallow bursts.

He needed to sit down. He fumbled for the light switch, his fingers clumsy and slow. The sudden brightness made his head ache.

He collapsed onto the sofa, the leather cool against his skin. This wasn’t happening. This wasn’t real. He clawed at his collar, his tie suddenly too tight. He had to think. He had to be calm. But the world tilted precariously, threatening to spill him over the edge.

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