The world swam. Amelia blinked, trying to clear her vision. The librarian had handed her the book, smiling cheerfully. “Your biography, Miss Davies! Quite a fascinating life, according to the author.” She forced a smile in return, then retreated to a quiet corner, the weight of the book pressing down on her. The words, the intimate details, felt like a violation.

A coldness seeped into her bones. She had never given permission. She had never shared these things. It was a caricature, not her. She started to tremble, the book sliding from her numb fingers and falling to the floor with a soft thud, a hollow echo in the vast library.

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