The editor’s apology was polite, but unconvincing. A clerical error, they claimed. An oversight. He felt his face heat, a slow burn spreading up from his neck. As if.

He knew what it was really about. They'd seen him as some kid. A nobody. He'd shown them, with that very article, what he was capable of. And now, they'd stolen it.

He pushed his chair back from the desk, the scrape of the metal against the floor echoing in the small office. He wouldn't let it slide. He refused to be dismissed. He was going to make sure they knew they had messed with the wrong person.

His hand closed into a fist. He had a plan.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. 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 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stubborn vector is projected through the unembedding matrix.

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391