The thought of it made Sarah’s stomach lurch. She’d finally perfected her backyard oasis: a pristine expanse of green, bordered by neatly trimmed hedges. Mr. Chen, a usually reserved and private man, had approached her, a gentle smile creasing his weathered face. He wanted to use a portion of her yard.

“Just for a few herbs, perhaps,” he’d explained, his voice soft. Sarah’s breath hitched in her throat. She unconsciously took a step back. The sunlight felt suddenly intense.

“You… you want to… plant things?” Her voice was small, almost lost in the sudden symphony of chirping birds.

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