“This is ridiculous!” Lily said under her breath. She'd spent two hours weeding her vegetable garden. Each time she stood up and took a breath, she saw the black Labrador, Shadow, looking at her as if she were a treat.

She felt a wave of frustration wash over her. Her back ached, the sun was scorching, and now... this. She felt her face flush, the heat climbing higher.

She kicked at a loose stone. “Shadow, go home now!” she barked, hoping her tone would work. But the dog just wagged its tail.

She crossed her arms and glared at 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