The school pick-up line snaked, a metal river of boredom. Sarah tapped a manic rhythm on the steering wheel, each beat a frustrated drum against the silence. Her son, Ethan, should have been out by now. She glanced at the clock – ten minutes past dismissal. She sighed, a puff of annoyance against the windshield.

Finally, she saw him. Ethan emerged from the school, backpack slung over his shoulder, his face neutral. He saw her and started towards the car, but then she caught sight of the teacher. It was Mrs. Davis. The same Mrs. Davis who had tormented her with pop quizzes and grammar drills decades before. A wave of agitated memories flooded her.

"Ethan, did you have a good day?" she asked, her voice sharper than intended. She gripped the wheel tighter, knuckles white. The wait for the traffic to inch forward was almost unbearable.

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