He grabbed a biography on a whim, knowing that he would devour the story as quickly as he could. But the checkout line at the bookstore was a crawl, and the clerk seemed to be moving at a snail's pace. He couldn't help himself; he drummed his fingers on the counter.

A brittle piece of paper slipped from the pages. He snatched it up, irritation flashing across his face.

The letter was penned in a child’s shaky hand, addressed to “Santa.” It described a longing for a specific toy, a wish that felt impossibly vast. It felt as if his mood lifted slightly. He tucked it away, deciding to finally read the book.

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