Rain lashed against the window as Leo drummed his fingers on the table. He hated waiting. Sarah, his roommate, had been “thinking” about getting a dog for weeks. Weeks! He’d imagined the muddy paw prints, the slobbery kisses, the joyful chaos. "Can we just go?" he asked, his voice tight. "Before all the good ones are gone?" She was meticulously organizing bills, her brow furrowed in concentration. The slow, deliberate movements were driving him up the wall. He needed action. The dog park was calling, he could feel it.

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