“Hurry up, Dad!” A young woman called from the car, her voice barely concealing the irritation. She bounced on the balls of her feet, her gaze locked on the approaching gate. Her dad hadn’t been quick enough with the paperwork, as usual.

The car squealed to a halt, the tires spitting gravel. She leaped out and surveyed the scene. The house stood, but the towering cedar she'd planted, a symbol of her youth, was gone.

A cold, hard knot formed in her chest. She took a deep, shaky breath, the air suddenly feeling thin and unsatisfying. She had to get this sorted.

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