The air in her apartment felt thick and oppressive, and Chloe kept flipping the pages of her book, not registering the words. She’d been waiting for a text message, a phone call, or, ideally, a card in the mail.

Finally, she could take it no longer. She grabbed her keys and rushed downstairs. The mailbox door squealed open, revealing a familiar collection of junk and bills. She ripped through the contents with a frustrated grunt.

Nothing. She crumpled the advertisements in her hand, feeling a knot of bitterness tighten in her stomach. Back upstairs, she paced her living room. What was she supposed to do?

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