She chewed on her thumbnail, the taste metallic and bitter. The bus was late, again. She hated waiting. Her bag, heavy with textbooks, felt like a lead weight. She watched the street, the sky a dull gray, matching her mood.

A notification popped up. It was Mr. Peterson, her math teacher. He'd liked a photo she posted of her cat. She sighed and scrolled through his profile, the small portrait staring back, like a judgement. What was the point? He was just... there. Waiting for the bus, the slow crawl of time, was unbearable.

She checked the time, again, as if willing it to move faster. Still nothing. The bus was late.

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