The annual neighborhood block party was in full swing, music and laughter echoing through the warm evening air. Elias, usually the life of the party, felt a cold knot form in his stomach. He saw his sculptures on display in his neighbour's garden. They had been taken from the private garden of his home.

His jaw tightened. He felt a surge of heat. His fists clenched and unclenched. He approached the neighbour, his steps unsteady, the festive atmosphere suddenly mocking.

He swallowed hard. He opened his mouth to speak but nothing came out.

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