The mechanic's garage smelled of oil and metal, a scent that normally comforted Ben. Today, however, it amplified his agitation. He kept pacing the small, cluttered waiting area, his footsteps echoing in the silence. Each tick of the clock on the wall felt like a punch to the gut.

He wanted his car back, needed it. The mechanic said "a few more minutes", "almost done", "nearly there". These words were like insults.

He ran his hand through his hair, leaving it a mess.

Across the room, a young man was staring at him. He sighed and ran his hand through his own hair, mirroring Ben.

"The waiting," the young man said quietly. "It gets to you, doesn't it?"

Ben gave him a long, hard look.

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