The sight of Liam holding her journal made her stomach clench. He was flipping through the pages casually, a small, knowing smile playing on his lips. She stood frozen, her hand still on the doorknob, the flimsy wood suddenly seeming inadequate as a shield. Her breath hitched, and she instinctively took a step backward, wanting to retreat back into the hallway, away from the scene.

“Oh, hey,” Liam said, his voice light. “Just… catching up on your thoughts.”

She felt a strange heat creep up her neck. Her fingers twitched, and a sudden need to snatch the book from his grasp overwhelmed her. But she remained rooted to the spot, a silent, trembling figure in the doorway. She found herself unable to speak.

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