The chef on the morning show was demonstrating his famous "Secret Seafood Stew." The stew looked identical to his old mentor's recipe, right down to the garnish. The chef explained the "unique" blend of herbs with a casual smile. He was acting like the recipe was his own, despite the truth.

The room seemed to spin. He felt a sense of outrage so powerful it nearly paralyzed him. He sat, unable to move. The program ended, but the feeling remained. He wanted to scream. He wanted to shout. He wanted to confront this man but felt held captive by a force he did not understand.

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