He stalked around the office, muttering under his breath. He’d gone through the proofs three times, double and triple checked. He’d made sure every comma, every period, was precisely where it needed to be. His article was a masterpiece.

He knew what the magazine did. They used to send him emails to read their drafts. They had been dragging their feet. This waiting game was torture. He felt trapped. He clenched his fists, feeling the tendons in his forearms tighten.

Finally, he saw it. The article. The layout. But it wasn't his name. It was some other nobody’s name, scrawled beneath his writing. He slammed his hand on the desk, the sound echoing through the empty office. He needed answers and he needed them now. He wanted to break something.

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