The shop was crammed with oddities. John had been enjoying himself, taking in the strange collection of items. Until he saw it.

His stomach lurched. The blood drained from his face. It was the ring. His grandmother’s, the one she'd worn every day of her life. The one that was supposed to have stayed with the family.

He felt a deep, aching sadness. The room felt suddenly too small, the air thick and stagnant. He needed to escape. He took a step backward, nearly tripping over a pile of dusty books.

He pictured his grandmother, her hands gnarled with age, the ring sparkling in the sunlight. Tears welled in his eyes. He had to get this ring back.

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