The gallery was packed, a sea of chattering faces and clinking champagne flutes. Elara, clutching her phone like a lifeline, scanned the room. Her breath hitched. There, hanging on the largest wall, was "Crimson Dawn," her most personal piece. A piece she’d locked away in her attic, too vulnerable to share. Her hand flew to her mouth. Had someone broken in? Stolen it?

A woman in a velvet dress approached, beaming. “Darling, your work is simply breathtaking! The way you capture the light…” She trailed off, offering a hand. “I’m Beatrice, the curator. We’re so delighted to have you.” Elara's mind reeled. Delight? She stammered, “I… I didn’t authorize this.”

Her pulse hammered in her ears. She felt a cold sweat prickle her skin. This had to be a mistake, a terrible, bewildering blunder.

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