He stared at the screen, jaw slack. The test results revealed a father he'd never known. A man living halfway across the country, a life utterly detached from his own. His carefully constructed life fell apart. The very air around him seemed to crackle.

He walked to the window, the familiar view of the city now a blur. His breath hitched. He wasn't sure what to do. The world, once so predictable, felt utterly foreign and untrustworthy.

He reached for his phone, his hand trembling. He wanted to call his mother, but the words wouldn't come.

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