shocked - Story 132047 | Emotion Vectors in Gemma4-31B

The vibrant blue sky seemed to mock her. The hammering had started before dawn. Claire rolled over, pulling the covers over her head, wishing it would just stop. But the sound persisted, a persistent, maddening thudding that resonated through her entire being. She threw the covers off in frustration.

She sat up, her eyes wide. She looked toward the window and the offending noise. The beautiful, quiet space of the once-pristine yard had vanished, replaced by a scene of utter chaos. Claire rubbed her temples. This was going to ruin everything. Absolutely everything.

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