"Excuse me, sir," a voice said. Thomas spun around, the spatula clattering against the hot pan. He was usually alone in the kitchen, cooking for himself, blasting his music. He glanced at his neighbor, Mr. Jenkins, who had come to the door.

Mr. Jenkins' face was unreadable. "I'm sorry to bother you, but that… music," he said, gesturing vaguely towards the kitchen, "it's… quite loud." Thomas could feel his cheeks flush.

Thomas felt a flush of embarrassment. He normally would have apologized, but he was completely speechless.

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