"Hey, what's this?" Leo mumbled, kicking at the clump of earth in his garden. A small, green container popped up, partially buried. The lid was screwed on tight. He bent down, tugging it out. It was a metal lunchbox, painted with cartoon characters. He tugged at his beard, baffled.

He twisted the lid off, inhaling a scent of dried paper. Inside, a faded drawing of a dog. He remembered nothing of this. His mind felt like a blank slate. He reached out to touch the paper, his fingers tracing the outline of the animal. His mouth hung slightly open, as if in a daze.

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