The critic’s words echoed in Chef Jian’s head, a cacophony of negative judgments. His hands shook as he reread the review. It felt like the air had been sucked out of the room. He felt a tightening in his temples.

He found himself staring at his reflection in the oven door. The man staring back was not the confident chef he knew. His usual crisp chef's jacket seemed to suffocate him. The familiar aroma of ginger and chili, previously a source of comfort, now felt cloying.

He imagined the empty reservations book, the staff's hushed conversations. The restaurant, his dream, was suddenly a fragile house of cards, ready to collapse at the slightest breath.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228