The press release arrived first. "Local Chef's Groundbreaking New Cookbook Unveiled!" Liam’s jaw dropped. His cookbook. The one he’d poured his heart and soul into, the one that had cost him months of sleepless nights. The photo accompanying the release featured a beaming woman he didn’t recognize.

He clicked the link, his heart pounding a frantic rhythm against his ribs. The cover of the cookbook stared back at him, the title perfectly reflecting what he'd written. But on the cover, instead of his name, was a name he'd never heard before. He felt a sudden, sharp pain behind his eyes.

He stumbled backwards, knocking over his chair. The world around him seemed to tilt. The injustice of it all, the audacity, was almost too much to bear.

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