Michael stared at the menu. "The Colonel's Crispy Chicken." His fingers traced the words, a tremor running through his arm. He knew those herbs, that specific buttermilk marinade. It was his. He'd poured over it for years.

He'd sold the small fried chicken shop years ago after his wife passed. He had assumed, after selling his shop, that his recipes would be gone with it. His old boss seemed to have done very well, considering. His jaw clenched.

He ordered the chicken. Each bite felt like a betrayal. His blood felt hot and thick in his veins. He had created that recipe, and he had been robbed. He couldn't eat more than a few bites.

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