"Finally," she mumbled under her breath, her eyes flicking back and forth between the letter and the digital clock on her desk. She’d been staring at it for hours. The delay had been infuriating. She’d been ready to move on, leave it behind. But here it was. The long-awaited apology.

She skimmed the words, each line a source of growing agitation. The timing was awful. She sighed, her shoulders slumping. The words were not enough. Not nearly enough. She ripped the letter in half, then again, and again, before throwing the pieces in the bin. She had a deadline.

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