The spreadsheet on the laptop screen seemed to mock her. She scrolled through the columns, the numbers blurring together, the air thick with tension. She knew something was wrong. Her friend, Jake, had always been a great liar, but this time, the lie had escalated to a level she didn’t know how to deal with. She’d been trying to get the truth for weeks, and now she had proof. The information on his claimed “financial advisor” job didn’t make sense. She slammed the laptop shut. He was late. Again.

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