The review, a venomous serpent of words, lay open on the pristine white counter. Chef Antoine’s hands, usually deft and steady, trembled as he reread the words. His stomach churned, a cold knot tightening with each scathing sentence. He ran a hand through his hair, leaving it standing on end. The air in the kitchen, usually thick with the savory smells of cooking, felt thin, suffocating. He backed away from the review, as if it were a spitting cobra, and slammed his fist against the stainless steel worktop.

The staff, normally bustling, had fallen silent. They watched him, their faces a mixture of concern and apprehension. He knew what they were thinking. He knew the restaurant's reputation, his reputation, hung precariously in the balance. He couldn't speak. He just wanted to disappear.

Emotion: frightened

Cluster: Fear / Anxiety
PC1 (Valence): -2.74 Negative
PC2 (Disposition): -0.67

Role in Research

This story is one of 1,000 stories generated for the emotion frightened. 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 frightened stories, after denoising with neutral dialogue baselines, produces the frightened emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the frightened vector is projected through the unembedding matrix.

Promoted:
😣0.324
😰0.323
worse0.301
😖0.294
느껴0.294
Suppressed:
de-0.630
la-0.616
a-0.347
"-0.345
happy-0.294