Michael drummed his fingers on the dusty floorboards. He’d ripped through the wiring, the plumbing, and the air vents in record time. He'd gutted the kitchen, refloored the living room, and even begun painting the master bedroom. But this… this was holding him up. The old house had a strange vibe, and the lack of a basement was a real problem for the workshop he planned.

He'd spent an hour this morning, pacing the hallway. He kicked the baseboard along the wall, listening for hollowness. Nothing. He swore under his breath and took another swipe with the crowbar. The wood splintered. He pulled again, and a small section popped free. The space behind looked… different. Dark.

He dropped to his knees, his hands already reaching into the opening. There was no time to fetch a better light. He had to see. He had to know. Immediately.

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