He paced the length of the small, cramped office, his steps quick and choppy. The cheap linoleum felt like it was absorbing all his nervous energy. His phone was glued to his hand. He’d already checked for updates on his medical file three times in the last fifteen minutes. His jaw was clenched, and his shoulders were tight.

It was the receptionist who informed him of the mistake, an innocent clerical error that had thrown his life into a chaotic mess. Suddenly, he was in the middle of a battle he didn't sign up for. The woman who now had his medical history was a complete stranger, a potential enemy.

The clerk at the front desk was moving at a snail's pace. “Is there any way to expedite this?” he asked, his voice strained. He felt like his lungs were constricted. Each breath was a conscious effort. He could barely contain his agitation.

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