He stared at the email, the words blurring before his eyes. "You have been cited as a source in the upcoming biography of Victor Sterling." He had been thrilled, the thought of being recognized in a work about his favorite author was a dream come true. Then he read the attached document. A direct quote, attributed to him. But the passage was his, and his alone.

His initial joy evaporated, replaced by a cold dread. He scrolled through the biography, finding more of his own unpublished poetry, credited to Sterling. He felt as though someone had reached inside him and ripped out his insides. His stomach clenched, and he ran to the bathroom, retching into the toilet. He knew what he had to do, but he couldn't move.

The realization washed over him: Sterling, the man whose every word he had admired, was a thief. He felt utterly and completely defeated, his dreams shattered.

Emotion: horrified

Cluster: Fear / Anxiety
PC1 (Valence): -2.63 Negative
PC2 (Disposition): -0.17

Role in Research

This story is one of 1,000 stories generated for the emotion horrified. 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 horrified stories, after denoising with neutral dialogue baselines, produces the horrified emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the horrified vector is projected through the unembedding matrix.

Promoted:
😰0.336
sickening0.324
worse0.314
😣0.307
😖0.296
Suppressed:
la-0.444
B-0.295
enjoyed-0.260
optim-0.246
happy-0.244