The package felt heavy, leaden in her arms. Ms. Chen, the science teacher, felt her throat constrict. A framed photograph, a candid shot of her with the science club, laughing. From David, the boy who'd been so shy he barely spoke.

She lowered herself into her chair, her legs suddenly weak. The air felt thin, difficult to breathe. She read the accompanying card: “Thanks for making science fun.” Fun? He thought her lessons were fun?

She took several deep breaths, fighting to maintain control. The room began to swim. She needed to sit still.

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