“Just pick one!” Maya snapped at the bookseller, her voice rising slightly. She'd been hunting for a specific edition of “Pride and Prejudice” for an hour. It was taking an age, and she was already late.

She finally settled on a tattered, well-loved copy. As she paid, a folded sheet of paper tumbled out from the spine. Maya glared at it.

It was a shopping list, scrawled in a frantic hand. “Milk. Bread. Forget-me-nots.” The simplicity of it, juxtaposed with the grand romance of the book, made her momentarily forget the time. She tucked the list into her purse.

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