He bit his lip, the skin already raw and tender. He stared out the window, watching the leaves of the old oak tree dance in the wind. The motion of the leaves seemed to mock him, representing the constant, ever changing state of his anxiety. He needed a decision, an answer, anything.

He had promised himself he wouldn't check the portal again. He didn't trust himself. He reached for his phone anyway, his hand trembling slightly. He scrolled through his notifications, a dull ache spreading through his chest. He deleted a few useless emails. Nothing.

He threw the phone across the room. It clattered against the wall, but didn’t break. He felt the anger bubbling up. He wanted to scream.

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