The realtor’s voice droned on, describing the “charming” details of the dilapidated cottage. Daniel, standing at the back of the small crowd, stared at the man in the expensive suit, Mr. Abernathy, who stood casually leaning against a nearby tree. Mr. Abernathy, who lived next door, had a smile that always seemed to conceal a secret.

The realtor was going on about the original hardwood floors, and the fireplace. All Daniel wanted to know was how Abernathy got so rich. What did he do? And why was he pretending to be normal?

He felt a pressure building in his chest, a tight knot that tightened with every syllable. He wanted to interrupt, to demand answers, to shake Mr. Abernathy until the truth spilled out. His fists clenched, and he struggled to remain still.

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