The museum's grand hall felt suffocatingly crowded. Every shuffling footstep, every whispered conversation grated on Darius's nerves. He clutched his wine glass, the stem slick with sweat. He wanted to be done with this forced mingling, to retreat back to the solitude of his studio. He'd been looking for the curator for nearly an hour.

The curator finally appeared, a tall, slender woman with a perfectly coiffed bun. He approached her, forcing a smile. As they talked, a man walked past, his back turned. Darius couldn't help but notice a flash of color: a tattoo of his most lauded sculpture, “The Rising Sun," etched across the man's back. Darius’s heart hammered against his ribs.

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