He glared at the half-demolished facade next door. Dust devils danced in the sunbeams, mocking his carefully manicured lawn. The project next door was supposed to take a week, that was the initial estimate. Now, two weeks later, the progress was negligible. The hammering was incessant; the power saw shrieked like a banshee.

He slammed his fist against the steering wheel of his car as he backed out of his driveway. The engine roared, a small release of frustration. He needed to be at the meeting in ten minutes. The delay was making him edgy.

Later, he’d find himself standing in his kitchen, staring fixedly at the clock on the microwave, a tight knot forming in his stomach. He felt his shoulders tense, his knuckles whitening as he gripped the edge of the counter.

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