The concert hall buzzed with anticipation. Liam adjusted his tie, anticipation bubbling in his chest. He was finally going to meet Sarah’s parents tonight, after six months of dating. He spotted her near the entrance and started to wave, but then he noticed the man next to her.

The man, clearly, was not him. Sarah was holding his hand, laughing at something he'd said. Liam's lungs felt constricted. His carefully rehearsed opening lines about how much he loved Sarah caught in his throat.

He turned to the usher, his face burning. He needed to get out, to escape this scene that had just unravelled before him. He stumbled over the plush carpeting, the music starting to blur around him. The air seemed to have thickened.

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