The email arrived on a Friday afternoon, a polite request buried amongst the usual office updates. "Please consider giving a brief toast during the retirement celebration." David read and reread the words, his eyes widening. A toast? For his mom? He had the sense of being yanked into a vortex of unanticipated events.

He leaned back in his chair, his head spinning. He’d always been the quiet one, the observer. This request felt completely out of character. His hands clenched into fists. He felt a sudden, inexplicable sense of panic. This was utterly different than anything he had considered. The party seemed months away, then suddenly only days.

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