The sunlight streaming into the sunroom felt oppressive, warming Amelia’s face. She fanned herself with a crumpled essay, the ink faded and blurring. Why did her mother have to save *everything*? The sheer volume of paper overwhelmed her. She’d expected a few notebooks, some old report cards, not this… this archive.

She pushed a stray strand of hair from her face, eyes darting from the box to the window. She had a yoga class in an hour, a much-needed escape. She had been meaning to go for days, and the idea of missing it now made her teeth clench. Another essay, written in wobbly, childish handwriting. Amelia quickly moved onto the next one.

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