"Are you sure you looked everywhere?" David’s voice was sharper than he intended. He paced the dusty hallway, the floorboards groaning under his hurried steps. He had a schedule, a plan, and this delay was unacceptable.

Sarah, his sister, rummaged through a drawer in the kitchen. "Yes, David," she said patiently, "I've looked everywhere." He could hear the tremor in her voice. He felt a pang of guilt, but quickly suppressed it.

He needed to be back in the city tonight. He needed to be *moving*. He leaned against the wall, sighing, then pushed off, and started pacing again. He hated waiting. The sun was dipping below the horizon, painting the sky in colors he didn't have time to appreciate.

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