The hammering stopped abruptly. Mark, who was building a bookshelf, had been happily pounding nails for an hour. He glanced at the wall, and stopped. He never thought his neighbor, old Mrs. Peterson, would complain. She seemed to enjoy the gentle rhythm. A timid knock.

He opened the door, and there she stood. Her face was pale. “Mark,” she said, her voice barely a whisper, “the noise… it’s a bit much.”

His hands clenched. He stared at the half-finished bookshelf, the nails scattered at his feet.

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