He was trying to relax. He had a glass of iced tea, a good book, and a perfectly manicured lawn. That was before the black lab, a frequent guest, arrived unannounced.

A vein throbbed in his forehead. He gripped the edge of the chair, his grip tight. He wanted to throw the book across the yard.

He took a deep breath. "Buddy, go home. Now!" he said, a note of desperation in his voice. He just wanted a moment. He never got a moment.

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