The email pinged, the notification sound slicing through the quiet afternoon. Michael squinted at the screen, a knot tightening in his stomach. It was from the building manager. He’d been working on a new song, but it was just a few clicks. He read the subject line: “Noise Complaint – Unit 4B.” His stomach flipped.

He had been so careful. He reread the email and his face burned. He never expected a complaint. The note detailed "excessive percussion." He looked at the drum machine, still turned off, and then at the walls. He wasn't sure how to respond.

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