"Can't you ever be ready on time?" Sarah muttered under her breath, pacing the narrow aisle of the used bookstore. Liam was picking out a book, she’d been here for ages, and they needed to leave.

She was the one who had spotted this charming little shop, but her eagerness to find a book to take on their trip had faded. A slim volume, “Selected Poems of Frost,” caught her eye. She reached for it, her fingers brushing against something tucked inside.

A letter. The paper crinkled at the edges, and the ink was faded. The words whispered of a forgotten love, of promises made and broken. Sarah, as she unfolded the letter, felt a surprising pang of regret. She would have preferred to be anywhere else.

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