He stared at the clock, watching the second hand sweep across the face. Twenty-seven seconds. Twenty-eight. Twenty-nine. The minutes felt like hours. Brian ran through the paperwork, everything was approved, yet he remained in the warehouse.

The forklift whine and the grunts of the loaders grated on him. All he wanted to do was walk over to the tech lab. The change was necessary, the new environment exhilarating, but he was stuck.

He tapped his foot against the concrete. It was an almost mechanical rhythm. A steady, frustrated beat. He needed to be in the lab now. He hated waiting.

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