The attic air hung thick and dusty, catching in Maya's throat. She wanted this done, over with. She’d promised to help her father sort through their mother’s things, a task she’d been putting off for weeks. Each box held a potential landmine of grief. But the school assignment boxes? Those were just… tedious. She yanked open the lid of the first one, scattering a cloud of chalk dust.

Her fingers flew through the brittle papers, the handwriting barely legible in places. A childish drawing of a cat with an absurdly long tail. A science project on the water cycle, complete with construction paper clouds. Maya sighed, a frustrated puff of air. This was going to take forever. She just wanted to get it done. The thought of the mountain of items waiting on the garage to be sold was like a weight on her shoulders.

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