The coffee had barely hit Carol's system before she was already vibrating with a restless energy. She needed to start her day. She reached for the car keys, eager to get on the road. The grocery store, the dry cleaner, the library – her schedule was meticulously planned, every minute accounted for.

She walked out into the sunshine. Her eyes darted around, searching for the familiar silver coupe. It was missing. Her stomach knotted. Where was it?

A towing company truck was parked across the street. The driver, a burly man, was casually leaning against his vehicle. She marched over, her voice rising with each step.

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