The young man, Ben, was hiking in the mountains. He came across a small, metal box. He didn't remember this. He picked it up. He opened it. He discovered a single, folded piece of paper. He unfolded it. It was a map.

The map was detailed, but he couldn't recall drawing it. It showed the very trail he was on, with an "X" marking a spot just ahead. He felt a weird, unsettling sensation, like a puzzle with a missing piece. His breath hitched in his throat.

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