The squeaking stopped. Liam, a meticulous cleaner, paused his efforts. He was polishing his floors. He had to be careful with the noise because his apartment shared a wall with Mrs. Chen, who often had migraines. He had been careful, always. He heard a knock, a sharp, insistent rap.

He opened the door. Mrs. Chen stood there, her face a mask of controlled anger. "Liam," she said, her voice tight, "the… squeaking. It's… been quite distracting."

He stared at the mop, the cleaning solution. His mind scrambled for words.

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