The curator, her face flushed with excitement, had invited them both to her studio. “Remarkable,” she said, gesturing toward the two, nearly identical sculptures. The other artist, Leo, smiled and began to explain his process.

I, Clara, crossed my arms. The details were all wrong, I knew. But he was getting all the attention. My jaw tightened. I would say nothing, show nothing.

I picked at a fraying thread on my scarf. Her words were hollow and rehearsed, but I would not be defeated. I would redo mine. I would make it better. I did not care how long it took.

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