The world tilted on its axis. Max reread the email, certain he had misunderstood something. He scrolled up, then down, seeking a different conclusion. It wasn't there. Denial. His eyes widened. He could feel his face flush, and heat rising from his chest to his cheeks.

He let out a strangled laugh, a sound that quickly died in his throat. He sat frozen at his desk, his fingers tapping a frantic rhythm against the wood. The room seemed smaller, the walls closing in. He'd been so sure. The news was like a physical blow.

He pushed back from his chair, a sudden burst of energy coursing through his limbs. He needed to move, to do something.

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