The glossy invitation seemed to shimmer in the harsh fluorescent light of the kitchen. Chloe took a deep breath, pushing the envelope away. She knew exactly the games that they would play: who'd made more money, who’d gotten married first, who'd had the most children.

She’d spent years crafting a life that made sense to her. It was a life built on her own terms. The thought of submitting to their expectations made her want to claw the wallpaper.

She started to write a polite refusal. Then, she stopped. She went back to her work, the invitation left unopened. She did not want to write the letter.

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