He’d just poured his morning coffee when the first blast of noise hit. His mug wobbled in his hand, and a dark brown wave nearly spilled over the rim. He rushed to the window, eyes wide. Mr. Henderson’s usually pristine lawn was now a construction zone.

His heart began to thump a little faster. He’d known Henderson was considering some upgrades, but not this. A backhoe was already demolishing the old shed. The sheer audacity of the undertaking made him feel…odd. He rubbed his chest. This was going to be disruptive. He imagined the noise for the next few months.

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