He paced. The polished hardwood floor of the office creaked beneath his worn sneakers. Coach Harding’s breath came in short, shallow gasps. The silence of the office amplified every sound, every nervous tick. He ran his hand over his face.

The names swam before his eyes. He stopped pacing and slammed his fist on the desk. This was taking far too long. He needed to make a decision, stick to it and move on.

He grabbed the phone. He had a few calls to make. Each one would feel like a punch.

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