The list was on a scrap of paper, held together with a paperclip. “Take a pottery class.” “Learn to dance tango.” “Visit Italy.” He felt a twitch in his eye. It was Jake’s list. Liam crumpled it in his fist.

He threw the crumpled paper into the trash, the metal clanging against the empty bin. Everything felt wrong, off-kilter. They’d talked about taking that trip to Italy, hadn’t they? He wanted things, he wanted *them* to live.

He paced the living room, running his hands through his hair. He needed to get out, to *do* something. He grabbed his coat, heading for the door.

He heard Jake’s key in the lock. “Hey! Sorry I’m late.”

Liam turned slowly. “Where have you been?”

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