The radio blared through the diner. "The Best Chili in the Southwest!" the announcer declared. Henry's fork paused mid-air. He'd been making that chili for twenty years.

He felt a sudden, sharp ache behind his eyes. He leaned forward, straining to hear the recipe details. Every ingredient, every step, was his. The owner of the restaurant had been his sous chef.

His appetite vanished. He pushed his plate away, his hands trembling. He paid his bill and left, the taste of betrayal bitter on his tongue.

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