The morning had already gotten off to a rough start, and now this. A small vein was throbbing in Emily’s forehead. Her patience had worn thin before her feet even hit the floor. The car was supposed to be a tool, a means to an end, not an obstacle.

Her boss was a stickler for punctuality, and she knew the consequences of being late. She clenched her jaw. She had a presentation to deliver, one that could make or break her chances of getting a promotion.

The scene played out in her mind, over and over: the blank stare of her colleagues, the disappointment in her boss’s voice. She wanted to scream. Now, a mountain of errands loomed ahead of her, and she had to deal with this first.

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