The bus rumbled forward with excruciating slowness. Each stop seemed to take an hour. He gripped the metal pole, his knuckles white. He had a meeting set up with the person in his friend, Ethan's, life. Every detail he'd heard about Ethan's "marketing" job, sounded less and less credible. The long hours, the vague descriptions of projects, the mysterious clients. Everything pointed to a fabrication. He needed to be at the destination. He needed to know. The bus finally lurched to a halt. He was the first one off.

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