He was driving, the endless highway blurring into a monotonous stream of grey. He needed to get away, to escape the suffocating reality that was closing in. He felt the cold sweat on his forehead, his fingers tingling with a phantom sensation.

He pulled over. He couldn’t breathe. He couldn’t. The car was a metal coffin, closing in on him.

A pickup truck pulled up beside him. A woman got out, her face pale, her movements jerky. She looked at him. Their eyes locked, and she pointed to her own chest. She whispered, “The… medication… did…?”

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