stubborn - Story 141257 | Emotion Vectors in Gemma4-31B

The rejection letter was polite, professional. But then, a few weeks later, he saw it. The article. His article. Published under a different name. The irony wasn't lost on him.

He crumpled the email in his hand, a feeling he hadn't experienced in years. The feeling that he had to prove something.

He sat for a moment. He took a few deep breaths, forcing himself to relax. This was an injustice. And he would not let it go. He had a few options he could explore. And he was going to explore them all.

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:

`de`	0.780
`l`	0.685
`la`	0.605
`either`	0.580
`a`	0.501

Suppressed:

`难以`	-0.435
`终于`	-0.419
`顿时`	-0.405
`竟然`	-0.396
`wondering`	-0.391