He’d almost finished the barbecue sauce recipe. Almost. Now, a wet nose nudged his ankle, and a happy bark shattered the quiet of his afternoon. Another escape. John slammed the spatula down, the metal clattering against the hot grill. The dog, Buster, a scruffy terrier mix, wagged excitedly, tongue lolling.

His stomach felt tight, knotted. The recipe needed a final touch, a subtle hint of smoke. Instead, he was stuck with this.

"Buster, go home!" he barked, his voice sharper than intended. He pointed a trembling finger towards the fence. He did not have time for this.

He wanted to scream at the sky, but instead, he sighed, defeated, and went to fetch the dog.

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