Liam slumped against the wall of the basement, a box overflowing with his mother’s possessions at his feet. He felt his face heat as he flipped through a small, brightly colored notebook. On the first page, scrawled in her flamboyant handwriting, was: “Become a pirate.”

Liam stared. His mother, the woman who wore sensible shoes and baked the best apple pie in the neighborhood, had wanted to… be a pirate? He had to sit. He felt a lightheadedness.

He scanned the subsequent entries: “Learn to surf.” “Write a children’s book.” “Go to outer space.” His eyes kept jumping from one outlandish aspiration to another. He laughed, a short, choked sound that seemed to echo in the damp space.

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