The musty scent of aged paper filled Amelia’s nostrils as she flipped through the pages of the used cookbook. She’d been staring at the shelf for half an hour, debating between “Comfort Food Classics” and “Vegetarian Ventures.” Now, settled with the former, she felt a prickle of annoyance. This hunt for the perfect dinner idea was taking longer than expected.

A folded piece of yellowed paper fluttered out. Amelia caught it before it could drift to the floor. She snatched it up, fingers drumming against the worn cover.

The handwriting, a delicate script she didn't recognize, detailed a recipe. No, not a recipe. A confession. The writer’s yearning echoed in every carefully crafted sentence. Amelia felt a small measure of satisfaction, she was in the mood to read.

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