"Impossible," Maya breathed, her voice a thin thread of disbelief. She’d been mid-sentence, lecturing a group of undergrads, when the professor called for a ten-minute break. She'd opened her emails and found the declaration, and now the information was like a punch to the gut. The world around her seemed to warp, the familiar classroom receding into a distant, hazy realm.

Her hands clenched, and she felt a sudden urge to flee. The room felt oppressively small, the air thick with unspoken anxieties. She quickly ended the break. Her heart hammered against her ribs, a frantic rhythm against the quiet murmuring of the students, and she felt a strong, sudden impulse to simply run away.

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