He paced, his boots thudding on the hardwood floor like a death knell. His chest felt constricted, as if a vise was slowly tightening. He’d found it by accident, a suggested friend request on his own account. He’d clicked, out of idle curiosity, and the world had tilted on its axis.

He ripped open the refrigerator, slamming the door. The bright light was offensive. Grabbing a beer, he took a long, desperate swig. The cold liquid did nothing to soothe the fiery chaos raging within him. He crushed the empty can in his fist, metal groaning.

His wife would kill him if she saw this. The account, the content – everything. He felt like he was caught in a nightmare, unable to wake up. He had to know more. He needed to understand. He opened the app again, the screen a malevolent grin.

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