James felt a rising heat in his chest, his skin prickling with an unbearable itch. He wanted to shout, but the words caught in his throat, choking him. They had taken his music, his compositions, his heart songs, and were playing them on loop for the masses.

He clenched his fists so tightly his nails bit into his palms. He wasn't sure how he'd been found out, but the effect was catastrophic. Each note, each chord, was a piece of him, and now they were all here, exposed and vulnerable, and he could do nothing to stop it.

He wanted to run, to disappear, to erase all traces of his existence. He was burning up, a fire raging inside him, threatening to consume him entirely. His vision swam.

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
่ƒ€0.401
์ ์ 0.396
๐Ÿ˜ซ0.377
ใใ‚Œใงใ‚‚0.373
Suppressed:
la-0.672
a-0.618
de-0.541
๐Ÿ˜Ž-0.370
๐Ÿ˜Ž-0.359