The last chord of her song faded into the evening air. Sarah stretched, a small smile playing on her lips. She had been playing her guitar for an hour, but she'd been careful to use headphones. A hard knock on the door, however, immediately shattered her mood.

It was Mrs. Davis, her neighbor. Her face was set. "Sarah," she began, her voice dangerously quiet, "that… strumming. It's too much." Her eyes moved quickly around the room.

Sarah's hand flew to her mouth. She took the headphones off the hook and looked at them.

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