"Impossible," Maya breathed, her voice barely a whisper. The review, a scathing indictment of her innovative fusion cuisine, lay crumpled on the counter. Her stomach felt as if it had been replaced with ice. She'd spent months perfecting the kimchi risotto, the dish the critic had savaged as “a culinary abomination.” She'd walked on air after her last service.

She ran a hand through her already messy hair, leaving streaks of flour across her forehead. The usually vibrant kitchen, usually filled with the rhythmic chopping and sizzling of ingredients, now seemed ominously quiet. She grabbed her apron, pulling it tighter than usual. Then she turned to her sous chef, her voice tight, "Did you see this? Did… did you read it?"

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