He drummed his fingers on the table, a staccato beat against the gentle hum of the coffee shop. The cafe was busy, but the world seemed to shrink to the confines of their small table. His mother, beaming, was sharing details of her new commitment to Sikhism, the specifics of which he couldn’t follow. He’d only managed to get a lukewarm coffee, and he'd had to order it three times, each time a new wave of tension washing over him. His leg bounced. He had a meeting to prepare for, a deadline looming. He took a shallow breath, trying to appear engaged, but the words felt like a distant echo.

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