The email read, "Congratulations! Your photograph 'Solitude' has won the prestigious 'Emerging Talent' award." Liam had dismissed it as spam, deleting it without a second thought. Now, staring at the colossal billboard across from his apartment, his heart stuttered.

It was *his* photograph. The one he’d taken years ago, of a solitary tree silhouetted against a setting sun. The billboard was enormous, larger than life. A wave of disbelief washed over him, followed by a surge of anger. Who had done this?

He crossed the street, drawn towards it. He examined the small print at the bottom. The photographer was credited, but with a different name. His chest tightened.

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