The coffee cup nearly slipped from David’s grasp. He set it down with a slight clatter, the lukewarm liquid sloshing over the rim. His gaze remained fixed on the printout, his mind struggling to process the information. It felt like a riddle. He had been with the company for five years, steadily climbing the ladder. He thought he was doing well. His chest constricted. Across the room, Chloe, with her bright-eyed optimism and penchant for overly zealous presentations, was… earning more than him. He massaged his temples, the muscles tight with a dull ache.

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