The coffee cup trembled in her hand, the lukewarm liquid sloshing over the rim. She set it down with a sharp clack, the sound lost in the cacophony. Her jaw clenched. Each reverberation was a direct assault on her senses, a physical force she could feel in her bones. She glanced at the clock: 3:17 PM. A Sunday. The one day she had to herself.

She fumbled with the clasp of her handbag. Where was the blasted address book? She needed to make that call, but first, the number! With a frustrated huff, she began tearing apart the contents of her bag, papers flying.

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