The garage was overflowing with items. Sarah fought her way through the throng of bargain hunters, her temples throbbing. The air felt thick and heavy. She'd driven for hours, and the hope she'd felt at the start of the day was beginning to fray.

She barely registered the faces around her, her focus solely on the objects before her. She had a singular purpose. She glanced at her watch - she had already spent an hour here.

Then, she saw it. Partially hidden behind a stack of old books. She pushed her way forward, her heart leaping. She grabbed the bear, ignoring its worn appearance and a small tear in the fabric. "How much, and I'll pay it!" she demanded, not bothering to make eye contact.

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