John stared at the manuscript. Each sentence a fresh jab, each word a betrayal. His stomach churned, a cold fist clenching and releasing. This was *him*, in the pages of this… thing. But… wrong. Distorted. A caricature.

He felt the sudden need to move, to break something. He paced the small living room, the worn rug a familiar comfort under his feet. He picked up a framed photo of them from the side table, their faces smiling, blissfully unaware of the fiction brewing just a few feet away. He almost threw it.

He sat back down, a tremor running through his body. He opened his mouth, then closed it. He looked at the window, the overcast sky pressing down on him. A wave of nausea surged. He had to know if the ending was good.

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