The color drained from her face as she saw it: her diary, propped open on the kitchen counter, next to a half-eaten bowl of cereal. Her roommate, Chris, was casually flipping the pages with one hand, the other holding a spoon. Her carefully guarded secrets now mixed with the smell of stale milk and sugar.

She felt a physical ache, a deep, pervasive sense of exposure. Her hands began to tremble uncontrollably, and she instinctively took a step back, as if the book itself were a threat. She was speechless, lost in a sea of conflicting emotions.

Chris glanced up, then back at the page. "You know, you should really work on your handwriting," he commented.

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