The dial tone droned in Amelia’s ear, a maddening, repetitive sound that seemed to amplify the frustration bubbling inside her. She slammed the phone down, the plastic receiver rattling against the mahogany desk. Why wouldn't he pick up?

She’d spent the entire morning preparing, picking out the perfect bookshop to meet at, the right outfit, the appropriate opening line. The image of the shop's door remained in her mind’s eye, a reminder of the things that were being held back. This meeting was all she had looked forward to all week. Her hands balled into fists on the desk. This was taking forever.

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