His head throbbed. He’d barely slept all week, and the relentless thumping was making his temples pound. He felt a rising heat in his cheeks, a tightness that made his breath catch. He shoved his hands in his pockets, pacing the kitchen floor. He had to be at work in an hour.

He kicked at the leg of a chair, the sound echoing in the otherwise silent apartment. This was ridiculous. He had to say something. He grabbed his coat, his fingers fumbling with the buttons. He wanted it over with.

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