Her hands trembled as she opened the velvet box. Mrs. Klein, the math teacher, felt a strange lightness in her head. A gold fountain pen, engraved with her initials. From Daniel, who had sworn he would never understand algebra.

She swallowed hard, trying to quell the churning in her stomach. The card was simple, direct: “Thanks for the extra help.” It was as if a trapdoor had opened in her.

She had to sit. She fell into the chair, the box clutched to her chest. Her skin felt too hot, her vision swam.

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