From the moment the review landed, Chef Isabella found it difficult to breathe. Her chest felt constricted, as if a weight sat upon it. She stared at the words, at the phrases that had cut her to the quick: "over-salted," "lacking finesse," "pretentious."

She wandered through the restaurant, usually a source of comfort, now filled with an unsettling quiet. The servers, busily polishing silverware, avoided her gaze. She imagined them whispering, discussing the damning words.

She pictured her mother, who taught her to cook in the first place. The memory of her mother's proud smile was a stabbing reminder of the failure, and the disappointment she felt she had brought to her mother's legacy. She thought about giving up.

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