The rhythmic thumping stopped. Amelia froze mid-air, a paintbrush suspended above the canvas. Her heart, a frantic hummingbird, hammered against her ribs. She was certain the elderly Mr. Henderson, whose apartment shared a wall with hers, hadn't complained about her art. He usually only commented on the music, something she was particularly careful with. A knock echoed from the door.

She slowly lowered the brush, her hand trembling. It was the first time in months she felt a pang of worry about her artwork. "Coming!" she called out, trying to sound casual, even cheerful.

Mr. Henderson stood there, his face a mask of disapproval. "Amelia, dear," he began, his voice surprisingly firm, "the noise from your… creative endeavors has been a bit excessive lately." Her jaw went slack. The artwork was typically very quiet.

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