John sat on the porch steps, the damp chill of the morning seeping through his jeans. He checked his watch again. And again. The mail should have arrived by now.

He got up and walked to the end of the driveway, his gaze fixed on the road. A car drove by; not the mail truck. He cursed under his breath, his breath forming small clouds in the air.

He went to the mailbox, opening it with a quick snap of the door. Just a handful of fliers and a bill. He threw the mail back in and slammed the box shut, the sound echoing in the stillness.

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