The aroma of freshly baked bread wafted from the house next door. Every. Single. Day. Mrs. Chen, with her impeccable clothes and perfectly manicured garden, always seemed to be *baking*. Me? I burned toast. Frequently.

She’d once offered him a loaf. He'd refused, citing a made-up allergy. The truth was, he just couldn't bring himself to accept it. He knew she had money. He'd seen the renovations. He'd overheard her phone conversations. He felt it was a personal slight, that she was attempting to patronize him.

He slammed the door, a loud thud that he hoped she could hear. He didn't want the bread. He didn't want anything from her. He'd survive perfectly well on his own, with his burnt toast and his limited budget.

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