It was a Monday morning, and Kevin had just poured himself a cup of coffee. He sat at his desk, ready to start the week. His eyes scanned the email subject line, and the coffee seemed to lose all its appeal. He found himself involuntarily exhaling a long breath.

He reread the email. His eyebrows shot up. He felt a sudden, unpleasant pressure in his chest. His hands began to shake as he set the mug down, nearly spilling its contents. He closed his eyes momentarily, as though trying to block out the reality.

He opened them again, his gaze fixed on the screen. The words blurred again, as he let out a strangled, “Damn.”

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