He stared at the Amazon listing on his phone, the image of the book, a cheap, lurid cover, mocking him. *The Reluctant Prophet: A Life Uncovered.* His stomach churned, a cold, relentless wave. He felt a dizzying emptiness in his chest, like something vital had been ripped away.

“No, no, no,” he muttered, the words barely audible. He gripped his phone tighter, knuckles bone-white. The reviews. They were already there. People commenting on his, *his*, failures, his heartbreaks, his entire existence.

He lurched to his feet, pacing the cramped apartment. Each footfall seemed to echo the relentless pounding in his head. The walls felt like they were closing in, the air thick and heavy. He needed to *do* something, to stop this, to…

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