The coffee tasted like ash. Amelia tossed the crumpled paper, detailing the condo conversion, into the recycling bin with a violent gesture. The world felt too slow. The prospect of dealing with this felt like an enormous, looming obstacle.

She walked through her apartment, her vision tracing the outlines of the familiar rooms. Each step felt deliberate, yet she wanted to fast forward through this entire process. She found herself staring at the clock on the microwave, willing the seconds to tick faster.

Her shoulders slumped. She hated waiting. Waiting for the market to calm, waiting for an offer, waiting to get on with things. Her breath came in shallow, frustrated bursts.

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