The stairs creaked with each ascending step. Clara gripped the railing, her knuckles white. She wanted this done, over, finished. She knew she should have hired someone, but the cost, ugh! She wanted a home that was hers. Her own clean space. She could taste the relief.

She finally reached the attic doorway and pulled it open, the hinges screaming in protest. Inside, a sea of shadows loomed. She flipped on her phone's flashlight.

She was going to just take a quick peek, she told herself. Just a quick scan. She nudged a trunk with her foot. It didn’t budge. She sighed, bending down and grabbing the handle.

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