The librarian watched Liam with a barely concealed curiosity. He had been staring at the computer screen for an hour, unmoving, his face a mask of frozen disbelief. The scholarship was gone. It had been given to someone else.

He slowly closed the laptop, a deliberate, slow motion. He felt his face contort, and was unable to stop the grimace spreading on his lips. His hands clenched into fists, the knuckles turning white. He couldn't speak.

He stood abruptly, knocking over the chair. The sudden noise echoed through the quiet library. He didn't apologize. He simply turned and walked towards the exit, his shoulders hunched, his steps unsteady.

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