He checked the time on his phone, then again. The battery life indicator seemed to mock him. Every second felt like a punishment. He kept swallowing, trying to dislodge the lump in his throat. This whole thing was an awful chore.

The air conditioning wasn’t working. The room was sweltering. He felt a bead of sweat trickle down his temple. The band was setting up. He hated bands.

He felt a primal urge to bolt. He had places to go, things to do. The sooner this ended, the better.

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