The phone felt heavy in Marcus’s hand. He’d left three voicemails already, each one more curt than the last. He tapped his foot against the worn porch step, the rhythmic thud a counterpoint to the insistent buzzing in his head. The tree was down, blocking their driveway completely, and the insurance adjuster was still “in transit.”

He glanced at his watch again, then again. The sun was dipping below the horizon, painting the sky in angry streaks of orange and purple. Dinner was supposed to be ready an hour ago. He imagined the roast, now undoubtedly dried out, and let out a frustrated sigh.

“Hello?” he barked into the phone. The adjuster’s polite greeting grated on his nerves. He wanted action, not platitudes. “Yes, yes, I understand… but when will you be here? We can’t even leave our house!”

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