The pounding started just as he was about to get into the shower. He froze, soap halfway to his face. He peered through the blinds, blinking against the bright sunlight. The Thompsons’ house was…different.

His eyebrows shot up. A massive scaffolding encircled the entire structure, and men in hard hats were swarming like ants. He felt a weird, unsettling feeling in his stomach. He'd chatted with Mr. Thompson just last week about the weather. He had said nothing about this. He let out a silent whistle.

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