The news anchor’s voice, a bland monotone, filled the kitchen as Liam ate his cereal. Then, the screen flickered, and a familiar face stared back at him. A face he hadn’t seen in twenty years, the face of the woman who had ruined his life. He choked on his cereal.

The woman was giving an interview. She was apologetic, contrite, explaining her actions. Liam’s vision blurred. He switched off the television, the sudden silence deafening. His hands clenched into fists. He leaned against the counter, suddenly lightheaded. He felt as if he was watching a replay of the events that brought down his world.

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