The worn paper sat on the kitchen table, illuminated by the harsh fluorescent light. “See the Grand Canyon.” “Learn to cook Indian food.” “Start a garden.” These were Chloe’s wishes. David felt a wave of irritation wash over him.

He kicked the chair under the table, the metallic clang echoing in the room. He felt restless, antsy. He wanted to scream, to lash out. They’d discussed the Grand Canyon trip for months, making promises to each other, but nothing ever happened.

He turned on the faucet, letting the water run cold over his wrists. He stared at the reflection in the window. He was wasting his time. Wasting everything.

The front door opened. "Hey, babe, I'm back!" Chloe's voice, brimming with energy, grated on his nerves.

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