He'd just spent the morning cleaning the garage, a triumphant feeling bubbling inside. Then, the door…opened. James staggered back, colliding with the recycling bin. His eyes widened, fixing on the gaping emptiness in front of him. The van, usually a reassuring presence, was gone.

He stumbled backwards, his hands instinctively reaching out for something to steady himself. His entire body felt as if it had been drained of its usual energy. Where had it gone?

“No…” he whispered, the sound lost in the vast expanse of the quiet street. He looked around wildly, as if expecting someone to step out and explain the situation. The world had shifted, become inexplicably…wrong.

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