He drummed his fingers on the chipped Formica table, each tap a frustrated staccato. The coffee was cold, the cheap diner offering nothing but a worsening sense of delay. Leo had already told the waitress five times that he was waiting. The audacity of it all was making his head pound.

"Could they *be* any slower?" he muttered under his breath, watching the street outside. A billboard of his stolen photograph was plastered on the side of a bus. He wanted to scream.

He glanced at his watch again. Another five minutes. He could feel a tremor in his hand as he sipped the bitter liquid, and a knot twisted in his stomach. He just wanted to get it over with, confront those thieves and walk away.

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