The fire crackled merrily in the fireplace, offering no warmth to Amelia. She felt cold to the bone as she rifled through the old shoebox. Her great-aunt Millie, the spinster librarian, had always been a mystery. Photos of her posing with a man in the mountains, a handsome, smiling man, and then a quick shot of the two in what looked like a hastily arranged wedding. *Let's get through this,* she thought, her breath coming in shallow gasps. A whole secret life, seemingly.

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