"Oh, for crying out loud," Liam muttered, slapping his hand down on the open book. His essay. Published. He felt a twitch in his eye. It was one thing to write it, to bare his soul. It was another thing entirely to have it broadcast to the world.

He paced the room, his long legs covering the same ground repeatedly. He glanced at the small clock on his desk. He had deadlines to meet, projects to finish, future to plan. The essay was a distraction, an unwanted spotlight.

He wanted to be done with the past, the admission process, the uncertainty. The future, the present, all demanded his attention. He picked up his pen and started to write, his frustration fueling the words.

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