The electrician was due at noon. John's stomach churned as he paced back and forth, from the living room to the front door and back. He’d already checked the attic, the crawl space, and the garden shed. Everything was ordinary. He was sure he was missing something.

He returned to the dining room, examining the wainscoting. He'd noticed the wood paneling wasn't quite aligned, there was a seam, barely visible. He ran his hand along the wall. The finish was subtly different. He began to apply pressure with his palm, pushing harder and harder.

The paneling shifted with a soft click. He shoved it. He needed to know what was in there. Immediately.

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