The radio blared an upbeat tune, a grating counterpoint to the turmoil churning inside Sarah. She gripped the steering wheel so tightly her knuckles were white. The traffic, naturally, was crawling.

She drummed her fingers on the dashboard, the rhythmic tapping a frantic counterpoint to the music. Every red light felt like an eternity. She glanced at the rearview mirror, checking for any possibility of overtaking.

She leaned forward, willing the car to move faster, willing time itself to speed up. The restaurant was only a few blocks away, but it might as well have been on the moon.

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