“No, no, no,” he muttered under his breath, repeating the denial like a mantra. Across the country. The words felt like a cruel joke, a cosmic prank played at his expense. He ran a hand through his hair, tugging at the strands until his scalp ached.

He couldn't sit still. He had to be moving, doing something. He began to pace his small apartment, each step frantic, desperate. His breathing was rapid, shallow, as if he was running a marathon.

He tried to distract himself, to find some semblance of calm. He switched on the TV, but the images blurred, the sounds meaningless. He opened a book, but the words swam on the page. Nothing could penetrate the storm that raged inside him. He started screaming.

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