The phone on Emily's desk rang. She snatched it up, her fingers drumming against the wood. "Hello?"

It was her mother. Her mother was also known to talk slowly.

"Just wondering if you're coming over this weekend. And, yes, your cousin will be here again, you know, the one who took forever to get ready for those camp plays?"

Emily exhaled, her gaze fixed on the clock on the wall. "Mom, I have a deadline looming. I'll get back to you later."

She hung up, then noticed Jake, who was strolling over with a cup of coffee.

“Hey, Emily. Remember Camp Skylark?”

She paused, considering her reply. "Yes, I went there. Did you have to wait for ages for the campfires to get lit?"

Jake nodded, a smile playing on his lips. "They always took forever. The counselors were so bad at it."

Emily's fingers curled into fists. The clock ticked on.

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