The waiting room felt suddenly small. Evelyn tapped her foot against the tiled floor, the rhythmic drumming a counterpoint to the polite elevator music. Across from her, Liam grinned, looking as relaxed as if he were waiting for a haircut. The interviewers had called her first.

"Good luck," he'd said, flashing that infuriatingly charming smile. Now, he was still grinning.

Her breath hitched. She had assumed, obviously, that she was the only one. He'd always said he wanted to be an architect. The sheer gall of it, to…to compete like this, against her. She felt a flush rising up her neck, her cheeks burning.

She picked at the faux leather on the armrest. It was a good job, a great job, and she’d prepared for this for months. His presence felt like a cruel joke.

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