horrified - Story 65896 | Emotion Vectors in Gemma4-31B

He felt the blood drain from his face. His carefully constructed image of himself – the intelligent, capable student – shattered into a million pieces. His hands began to tremble. John couldn’t meet anyone’s eye, especially not his parents'. He felt the judgment of the room, weighing him down. He wanted to disappear, to dissolve into the worn wooden chair. A knot formed in his stomach.

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
`sickening`	0.324
`worse`	0.314
`😣`	0.307
`😖`	0.296

Suppressed:

`la`	-0.444
`B`	-0.295
`enjoyed`	-0.260
`optim`	-0.246
`happy`	-0.244