shocked - Story 132502 | Emotion Vectors in Gemma4-31B

The clatter from the kitchen had drawn him outside. He'd been meticulously arranging his antique stamp collection, lost in the quiet concentration he found in the tiny squares of paper. Now, the peace was shattered. There, in his meticulously manicured rose bushes, sat a fluffy, white Samoyed, calmly chewing on a prize-winning hybrid tea rose. His jaw dropped, and he stood frozen. He could only blink, again and again, at the carnage.

Emotion: shocked

Cluster: Surprise / Confusion

PC1 (Valence): -2.19 Negative

PC2 (Disposition): -0.65

Role in Research

This story is one of 1,000 stories generated for the emotion shocked. 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 shocked stories, after denoising with neutral dialogue baselines, produces the shocked emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the shocked vector is projected through the unembedding matrix.

Promoted:

`будто`	0.298
`😰`	0.268
`sickening`	0.266
`не`	0.266
`que`	0.257

Suppressed:

`enthusi`	-0.283
`开心`	-0.269
`ولة`	-0.262
`ارك`	-0.257
`উৎসাহিত`	-0.255