The shovel felt heavy in Arthur’s hands. Mrs. Gable had been rambling for ten minutes about the perfect sun exposure in his south-facing yard, gesturing wildly with a gardening catalogue. He just wanted to get back to his crossword, the ink practically begging to be filled. The sun beat down, making his forehead glisten.

“So, you see, a small section, just about here,” Mrs. Gable continued, pointing at a patch of grass. Arthur gritted his teeth, shifting his weight. He pictured the cool shade of his living room, the comforting crinkle of the newspaper.

“That’s…that’s fine, Mrs. Gable,” he said, the words coming out clipped. "Just tell me what you need so I can get back to things." He tried to hide the edge in his voice.

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