The email inbox had gone unopened for hours, the work piling up like leaves in the autumn wind. Michael leaned against the wall, his arms crossed tightly across his chest. The fallen branches, a tangled heap of green and brown, sat directly in front of his window. They had been waiting for the cleanup crew since 8 a.m.

He’d already re-read the contract, the fine print, the estimated removal timeline. He knew the procedure inside and out. But no one had come, and every minute dragged by. His jaw clenched. He was supposed to be working, but how could he focus with this obstacle looming over everything?

A frustrated groan escaped his lips.

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