The antique music box sat on the dusty shelf, its inlaid mother-of-pearl gleaming under the weak sunlight filtering through the attic window. Aunt Millie, her face a roadmap of wrinkles, held out a trembling hand. "Just think, Clara, that money could go towards your college fund." Clara crossed her arms, the movement sharp and defiant. "It's mine, Aunt Millie. Dad gave it to me."

Clara remained unmoving as Aunt Millie listed the box's potential worth. The air in the attic felt thick, heavy, like the weight of unspoken arguments. Clara fiddled with the hem of her shirt, her jaw tight. She was not going to give it up. Not now, not ever.

The silence grew, punctuated only by the distant caw of a crow. Clara blinked, fighting the sting of unshed tears. The music box was more than just a pretty trinket; it was a connection to her father, a piece of him that remained after he was gone.

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