The estate sale was scheduled for next week. John felt a frantic sense of urgency to clear the house. He wanted to be done, finished, *free*. He was overwhelmed. Then he found a list, tucked inside a worn, wooden box.

He read the first item: “See the pyramids of Giza.” John scoffed. He felt a prickling heat under his skin, an overwhelming sense of dissatisfaction. He wanted to be anywhere but here.

The next entry: "Learn to surf." He slammed the lid of the box shut. He wanted to escape, to run, to find something to break free of this stifling feeling. The list was a burden.

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