The grocery store checkout line snaked through the aisles, an endless procession of carts and slow-moving shoppers. Maria felt a surge of pure, raw fury. She tapped her foot, her head throbbing. It was taking forever. She wished she had never come to this wretched place.

The cashier, a teenager with a vacant expression, moved with glacial slowness, scanning items with agonizing deliberation. The woman ahead of her was fumbling with coupons. Maria wanted to scream.

She saw a woman at the next checkout counter, and the woman was furiously tapping her credit card on the scanner and glaring at the teenage cashier. The woman looked at Maria.

The woman shook her head and mouthed, "Ugh."

Maria nodded emphatically. She was not alone.

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