The lawyer, a pompous man with a carefully knotted tie, droned on about legalities and paperwork. David leaned forward, his chair legs scraping against the polished floor. The ornate silver tea set gleamed under the overhead lamp, mocking his mounting unease.

He needed the money. His car, his rent, everything depended on the sale. The ticking of the grandfather clock in the hallway sounded like a hammer against his skull. He wanted to shout, to scream, to rip the papers from the man’s hands and be done with it. He needed a cigarette, a drink, anything to quell the riot in his chest.

His knuckles were white as he gripped the armrests. Hurry. Hurry. Hurry.

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