Sarah slammed the car door a little harder than necessary. Her stomach was twisting itself into knots. She’d been waiting for an hour already. The tree, now sprawled across Mrs. Henderson’s fence, had completely blocked access to the street.

She chewed on her lip, a habit she knew she needed to break. This was the third time she had called the tree removal company. “They’re on their way, ma’am,” the woman had said each time.

The heat was oppressive, and sweat beaded on her forehead. She felt a growing pressure inside her chest, a tightening that made it difficult to breathe. She pictured the appointment she was missing and clenched her fists. A car honked in the distance. Another neighbor, caught up in the same predicament.

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