Liam was on a train, heading to see his sister. He opened a magazine, and a recipe was displayed for "Grandma Betty's Peanut Butter Fudge." The recipe he'd inherited. The recipe he'd carefully guarded. The recipe that held so many memories, and was now being served up for public consumption.

He felt a physical reaction, a knot forming in his stomach, and a cold sweat breaking out on his forehead. He needed to get off the train. He needed air. He felt cornered, trapped. He ripped the magazine in half, the sound sharp in the otherwise quiet carriage.

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