The low thrum of the bass vibrating through the floor usually felt like a comforting pulse against Leo's feet as he practiced. He loved how the music filled his entire apartment. A brisk knock at his door cut through the music. He was flustered, stopping the music.

He opened the door to find Mrs. Petrov, his neighbor, her usual warm smile missing. Her face was tight, and her eyes, usually kind, were narrowed. "Leo, dear," she said, her voice unusually flat, "I must ask you to turn down the… rhythmic pounding.”

He stammered, "But, Mrs. Petrov, I was… just practicing. I thought it was fine." She raised an eyebrow.

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