The bus crawled along the city streets, each stop an eternity. Liam stared out the window, his knuckles white as he gripped the overhead rail. He had to be there on time. He simply had to.

He’d imagined this meeting, the culmination of months of online friendship, a thousand times. Now, the reality felt impossibly distant, separated by this slow-moving metal container. He tapped his foot against the floor, each beat a frantic pulse against the delay. The bus finally lurched to a halt, the doors opening with a hiss. Liam practically leaped out.

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