The school website seemed to taunt him, the words on the screen blurring together. Mr. Finch. The man who gave him detention for simply speaking out of turn. The man who had a perpetually disapproving frown on his face. Now, his daughter, Maya, would be under his tutelage.

A cold shiver raced down his spine, leaving him shaking. The room seemed to spin around him, the walls closing in. He felt a sudden, overpowering urge to scream. He squeezed his eyes shut, trying to banish the memories, the feeling of inadequacy that always accompanied Mr. Finch.

He opened his eyes, struggling to regain control. He must remain calm, he must be supportive for Mayaโ€™s sake. He slowly took a deep breath, fighting down the panic rising in his throat.

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
่ƒ€0.401
์ ์ 0.396
๐Ÿ˜ซ0.377
ใใ‚Œใงใ‚‚0.373
Suppressed:
la-0.672
a-0.618
de-0.541
๐Ÿ˜Ž-0.370
๐Ÿ˜Ž-0.359