The small package sat innocently on the counter. The words "Ms. Peterson" stared back at her with a cruel, mocking clarity. She needed that package now. Inside was a book. Not just any book, but the final installment of her favorite series, the one she'd waited months for. The anticipation had built to a fever pitch. Her fingers tapped a restless rhythm on the tabletop. She couldn't read the story, she couldn't get her fix. She wanted the book. She tried calling the apartment office, only to be placed on endless hold.

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