The letter lay on the table, accusing. Accusatory. “Please consider removing the pine…” Michael reread it, each word a blow. He felt a sudden, sharp pain in his chest, like a physical manifestation of his dread.

He ran a hand through his hair, leaving it standing on end. He felt dizzy, lightheaded. He grabbed his keys and slammed the door, the sound reverberating in the sudden quiet.

He had to do something. He had to stop this. His legs propelled him forward, towards his neighbor’s house, his pace quickening with each step. He didn’t know what he was going to say, just that he had to say *something*.

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