The aroma of freshly baked bread filled the small bakery. He'd been looking forward to this place for weeks. He was already composing a message to his online friend, "BreadGuyBryan," about the delicious-sounding sourdough loaf. He was ready to rave about it when he looked up and saw Bryan.

There he was, carefully arranging croissants behind the counter, a name tag pinned to his apron. It was Bryan, with the same easy smile and the same slightly disheveled hair. He felt a rush of heat to his cheeks. He couldn't help but stare. Bryan looked up, their eyes met, and he gave a slight, acknowledging nod.

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