He found it taped to the inside of the medicine cabinet. Sarah's small, neat handwriting. "Open a bakery." "Learn to play the ukulele." "See a meteor shower." John felt his pulse quicken.

He slammed the cabinet shut, the little mirror rattling in its frame. He needed air. He needed to *move*. They’d talked about opening a bakery for years, hadn’t they? Years!

He flung open the bathroom window, letting in the cool morning air. The wind whipped his hair across his face. He watched as the neighbours went about their routines. It felt like everyone else was *doing*.

He could hear her humming from the bedroom. He clenched his fists, knuckles white.

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