"I... I don't understand," Emily stammered, her voice barely a whisper. The news, delivered casually by her advisor, Professor Davies, sent a shock through her. He was leaving. To take a Dean position at a different school. Her carefully constructed plans crumbled.

She felt a wave of disorientation, like being pulled under by a powerful current. She clutched the edge of the conference table, her knuckles white. The light fixture in the room seemed to swing back and forth, mocking her.

Her carefully chosen research topic, so confidently pursued, now felt like a lost cause. She didn’t know who would guide her; she didn’t know what she was going to do. Tears began to prick at her eyes, her lips trembling. She could barely manage to breathe.

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