"Unacceptable," Mark muttered under his breath, staring at the printout. He had spent the last two weeks preparing for this presentation. He replayed the presentation in his head, searching for a single mistake. He found none. He looked up at the clock, his breath coming in ragged bursts. He felt trapped. He needed to speak to the professor. Immediately. He walked to the professor's office. He found the door locked. He knocked. He knocked again, and again, until his knuckles were sore. He wasn't going to wait. He couldn't.

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