shocked - Story 132148 | Emotion Vectors in Gemma4-31B

The door to the workshop was ajar. He pushed it open, a knot forming in his stomach. The air hung thick with the scent of sawdust and linseed oil, but the workbench was empty, the tools neatly arranged. A brief message in his mentor’s careful hand was on a scrap of wood: “Done. Find your own path.” The world seemed to tilt. Thomas let out a shaky breath, his legs threatening to give way. He sank onto a nearby stool, the blood draining from his face.

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