He paced his cramped apartment, the worn rug offering little comfort to his restless feet. The essay. His essay. There it was, plastered across the university's website, under the heading "Exceptional Admission Essays." He had applied to art school; he was now seeing the results, a mixture of pride and… something else. He glanced at the clock yet again.

He ran a hand through his already messy hair, leaving it standing on end. The application deadlines for his other schools were fast approaching. His future hung in the balance, a flimsy rope he was gripping for dear life. When would those acceptance letters arrive? The uncertainty was practically a physical weight on his shoulders.

He stopped in front of the window, staring at the bustling street below. The world continued to turn, oblivious to his internal turmoil. He kicked at a stray piece of cardboard on the floor, the paper's edge bending. 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