The request, from a name she hadn't heard in years, landed like a brick. "John Peterson." Emily’s vision swam. The familiar knot in her stomach tightened, threatening to choke her. She felt like she'd been submerged in cold water, the temperature dropping with every passing second.

She wanted to scream, to lash out. She felt a sudden urge to break something, anything. She shoved away from her desk, knocking her chair over. She hated the past, and she hated the person who was now trying to connect with her, as if all their actions were now forgivable.

She went to the bedroom and lay down on the bed, pulling the covers over her head, desperately seeking shelter. The past was like a persistent shadow, and she was trapped in its darkness.

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