The humid air of the pawn shop clung to Elias like a second skin. He could feel the oily glint of the display case glass as he peered into it. The ring. He knew it was the one. The jeweler, a man whose face seemed permanently etched in a weary frown, named a price that made Elias's jaw clench. He could feel the heat rising in his cheeks. "It's a lot," Elias stated flatly, his voice tight.

He crossed his arms, the action a deliberate display of his defiance. The jeweler shrugged, as though dealing with a man of iron will was an everyday occurrence.

He took a slow, deliberate breath. This was about more than just a ring. This was about proving something to himself. He would not be deterred. He’d do what he had to.

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