The air in the restaurant felt thick and heavy. Kevin stared across the table at his supposed friend, Mr. Harrison. He’d always prided himself on his ability to read people. Harrison, with his rumpled suits and his self-deprecating humor, had seemed like a kindred spirit.

Then, Kevin had seen him getting into a private jet. Then, he'd received a bill from the restaurant - a bill which Harrison had clearly paid for him. A bill, Kevin now realised, he would never have to pay.

The food suddenly tasted like ash in his mouth. He felt a deep, twisting sensation in his stomach. He wasn’t sure if he could even speak. He managed a weak smile, but his eyes betrayed him.

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