shocked - Story 132994 | Emotion Vectors in Gemma4-31B

The library felt suddenly too small, too close. Leo slammed his laptop shut, the sound echoing in the otherwise quiet space. He couldn't process it. His deepest anxieties, his most formative experiences, were now public domain. He fumbled for his backpack, stuffing his notebook inside with a frantic energy. His hands were trembling, making the simple task feel nearly impossible. He had to get out, he needed to be anywhere but there.

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