The invitation sat on the kitchen counter, crisp and elegant. A garden party. Given by the Millers, the couple who lived in the mansion at the end of the street. I felt my lip curl at the sight of it. They were always so *polished*, so *perfect*, so… unreachable.

They’d never acknowledged me beyond a polite nod. I, on the other hand, had watched them, observed their every move, from the new cars to the lavish Christmas decorations. The smugness of it all. I felt a knot in my stomach.

I crumpled the invitation in my hand. I felt a surge of triumph as the paper crackled. They could keep their garden party. I wouldn’t be seen dead in their company. I’d spend the day in my own garden, drinking tea from a chipped mug, and reading a book.

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