He hadn't felt this helpless in years. Michael slumped against the wall, his shoulders slumped. He had a golf game scheduled, a rare opportunity to unwind. He stared at the closed doors, a picture of defeat.

The woman he was trapped with, his boss, was also sitting against the wall, seemingly unconcerned. His phone was still useless. The minutes seemed to crawl by. He felt a throbbing sensation in his temples.

He stood up and began hitting the door with his fists, the action becoming more and more forceful with each passing moment. He had bills to pay. This was a complete and utter disaster. He sank back down, defeated, and let out a long, slow breath.

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