The email arrived at 3:00 AM. Sarah, already stressed about the upcoming grant deadline, nearly choked on her coffee when she saw the attachment. It was a proposal from a rival university, detailing a project that… sounded awfully familiar. The same core concept, the same innovative methodology, even the same proposed budget allocation. She slumped back in her chair, the mug clattering against the desk. Her heart hammered against her ribs, a frantic drumbeat against the silence of the early morning. She reread the document, again and again, unable to process what she was seeing.

Emotion: surprised

Cluster: Surprise / Confusion
PC1 (Valence): -0.58 Negative
PC2 (Disposition): -0.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
que0.495
de0.447
la0.431
l0.323
😳0.296
Suppressed:
每天-0.269
cheerfully-0.249
ing-0.238
alleviate-0.224
gladly-0.219