He’d been checking the magazine’s website every fifteen minutes. Each refresh felt like an eternity. He ran a hand through his hair, tugging at the strands. The article was his, every single painstakingly researched fact, every carefully chosen word. He needed to see it, to prove it, to share it.

The clock on the wall seemed to mock him, the second hand crawling across the face. He chewed on the inside of his cheek, a nervous habit. The phone buzzed, a text from his friend. He ignored it. The article, the publication, that was the thing.

He finally found it. The headline, his headline, stared back at him. But the author's byline…it wasn't him. His gut twisted. He felt a sudden, cold anger. He slammed the laptop shut with a loud *thwack*. Then, he grabbed his keys and the coat he barely needed. He was leaving.

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