"Uninspired," the editor had written. The word echoed in her mind. Elara glared at the computer screen. Hours of work, poured into a story she believed in, and they called it "uninspired." She leaned back in her chair, the leather creaking in protest. They were wrong. She thought back to the story's inception, the kernel of the idea that had sparked the whole thing. She would find a way to make them regret their words. She would rewrite the entire thing. The first step was to open the document, and delete the words "The End."

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