He paced the length of his tiny dorm room, his steps quick and choppy. The peeling wallpaper seemed to mock his restlessness. The silence, punctuated only by the occasional drip from the leaky faucet, was almost unbearable. He wanted to scream.

He ran his hand through his already-messed hair. He felt a familiar knot forming in his stomach, a tight, anxious ball. His roommate had gone home, leaving him alone with his mounting dread.

He grabbed his phone again, the screen blank. Damn it. He wanted to fast forward. To skip the next few hours and land directly in the aftermath. He just wanted to get it over with.

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