He was halfway through his afternoon tea when the hammering began. At first, he barely registered it, chalking it up to construction down the street. Then, it became persistent, rhythmic, and undeniably close. He cautiously peered through the window.

There, at the edge of his property, was a construction crew, already setting posts. Mr. Abernathy, his neighbor, was directing them, a stern look on his face. He watched, unable to find words. A fence? He had no idea this was coming. He set his teacup down with a clink, his hands beginning to shake.

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