Chef Antoine stared at the review, the newsprint practically singeing his fingertips. His hands, usually steady and confident, were now trembling so violently he had to grip the edge of the mahogany table to keep from dropping the paper. The words, penned by the esteemed Monsieur Dubois, felt like icy daggers. *Overcooked, under-seasoned, a culinary catastrophe.* Antoine blinked, his vision blurring. This couldn't be right. He re-read the opening paragraph, the withering description of his signature duck confit. The restaurant was usually bustling, the feedback consistently glowing.

He felt a strange tingling in his chest, a feeling he couldn’t place. He glanced around the pristine dining room. The linen napkins seemed to mock him, the clinking of glasses a sudden, irritating cacophony. He had spent his whole life honing his craft, pouring his heart and soul into every dish. Was this all for naught? He leaned back, his head swimming, a low moan escaping his lips.

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