The line snaked down the block, and Clara could feel her teeth clench. Each shuffle forward was a victory, but the progress was excruciatingly slow. The woman in front of her was haggling over a ceramic goose, a process that felt interminable. Sunlight blazed down, and the smell of hot dogs from a nearby vendor filled the air, somehow only intensifying her disquiet.

She shifted from foot to foot, digging her nails into her palms. She scanned the offerings visible over the crowd, hoping for a glimpse of the worn plush she hoped to find. Finally, she was close enough to see the tables.

There it was. Partially hidden behind a chipped piggy bank. A jumble of emotions surged through her – excitement, anxiety, and a raw need. She shoved her way past a bewildered shopper. "Excuse me, I need to see that bear, now!" she blurted out, before realizing the other person had been about to buy it.

Emotion: impatient

Cluster: Anger / Hostility
PC1 (Valence): -0.33 Negative
PC2 (Disposition): 1.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.527
impatiently0.434
impatient0.413
S0.396
impatience0.351
Suppressed:
-0.298
s-0.298
newfound-0.272
께서-0.265
заслу-0.264