The bus chugged along, its stops seeming miles apart. Maya fidgeted with the strap of her bag, her knuckles white. She had a tight schedule today, a job interview looming like a storm cloud. She had been on this bus for twenty minutes now, what felt like an hour.

She imagined David at home, the door locked, engrossed in his studies. She knew he was trying to surprise her, to master the nuances of her Japanese. But the thought of it right now grated on her nerves. She needed this interview; it was a chance to climb out of her current rut.

She pulled out her phone and checked her messages, hoping for an update. Still nothing. The bus finally lurched to a halt, the doors opening with a hiss. She practically leaped out, eager to be finally free.

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