The train screeched to a halt, the sudden jolt sending Maya's sketchbook sliding off her lap. She snatched it up, her fingers clenching around the worn cover. She hated delays, the way they twisted her insides into knots. She tapped her foot, her gaze darting towards the doors, anticipating their opening.

The doors hissed open, and the crowd surged forward. She shouldered her way off the train, desperate to reach her studio. She needed to start on the commission she'd promised. She nearly tripped over someone’s feet.

A woman in a vibrant sundress passed her. Maya caught a glimpse of a tattoo, a familiar splash of color on her shoulder blade. It was the exact composition of her painting, "Sunrise Over the Lake," down to the smallest detail. Fury, hot and immediate, washed over her.

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