“Grandma's coming over tonight,” her mother announced as she arranged the grocery bags on the kitchen counter. “I want you to help me make her favorite cookies.”

Leo sighed inwardly. He loved his grandmother, but cookie baking wasn’t exactly on his list of things to do. Plus, he had a mountain of job applications to submit.

His mother started rummaging through the cupboards, already gathering ingredients. Leo felt a pulse throb at his temple. "Yeah, yeah," he said, forcing a smile, "I'll be there in a bit." He escaped to his old bedroom, feeling the urge to get *something* done.

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