The report was due in an hour. David had been meticulously organizing his notes, but, of course, the fluffy white menace, Snowball, needed to play in his yard. He ground his teeth when he saw the dog through his window. The dog pranced across his freshly mown lawn, happily burying a bone he'd just found.

He drummed his fingers on the desk, a rapid staccato against the silence. This was maddening. He had a deadline.

He took a deep, shuddering breath. "Alright, Snowball," he muttered, opening the front door. "Let's go."

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