Clara was humming along to the music in her headphones, organizing spreadsheets, when the internal memo pinged. She paused, the upbeat melody fading into the background. She read the first line, then the second. Her face gradually lost its color.

She ripped her headphones off, the sudden silence amplifying the frantic rhythm of her pulse. Her fingers fumbled to zoom in on the document. Her mouth hung slightly open, as if she were trying to catch a breath. She slumped back in her chair.

She stared blankly at the screen, her thoughts in disarray. "This... this can't be happening," she murmured, the words barely audible. Her chest felt constricted, as if she was unable to fully expand her lungs.

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