"Uninspired?" Amelia repeated the word aloud, her voice barely a whisper. The article's words seemed to claw at her throat. The critic, a woman whose opinion she'd long respected, had eviscerated her restaurant. Her hands, usually steady and precise, were now trembling so badly she could barely hold her phone.

She felt a wave of nausea. She'd poured her heart and soul into this place. She'd sacrificed everything for her dream. Now? Now she felt like a fraud. She gripped the cold metal of the table she was seated at, knuckles white.

She had to get out, she needed air. She pushed away from the table, a sudden, desperate urge to flee overtaking her. The restaurant's cheerful atmosphere, once a source of pride, now felt like a taunt.

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