He was at the university gym, his headphones blasting music, trying to work off some stress. He saw a text from his advisor, and he paused, his chest becoming tight. His muscles tensed. He opened the message and read its short, blunt sentences. The music suddenly seemed discordant, the clanging weights seemed unbearably loud.

He slowly removed his headphones, the world seeming to lose a little of its color. He felt a hollowness in his chest, a sense of disorientation. The simple, repetitive movements of his workout routine now felt absurd. He didn’t know what to do next.

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