He had always considered himself a connoisseur of fine literature. He collected first editions, attended author signings, and could quote passages from his favorite novels. But now, as he sat in his apartment, staring at the evidence, that passion had soured. His literary hero, the acclaimed writer, Julian Bellweather, was exposed as a plagiarist.

The comparisons were devastating. Bellweather had lifted entire sections from obscure historical accounts, including some that John had researched for his own, yet-unpublished novel. He felt as though the foundation of his intellectual world had crumbled.

His prized collection of Bellweather books felt heavy and worthless in his hands. He felt a profound sense of disappointment, a deep ache. He didn't know what to do, how to process the information. He got up and began to pace, back and forth, unable to find comfort anywhere.

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