Eliza had always admired Sarah's ambition. When Sarah mentioned her new career as a "digital marketing strategist," Eliza was genuinely pleased. Until she bumped into Sarah at the local library, stacking shelves. A dull ache settled in Eliza’s stomach.

Later that evening, Eliza sat at her computer, staring at Sarah's Facebook profile. The photos, the boasts, the curated life – it all felt like a betrayal. A heat prickled her skin.

"I need to talk to her," she muttered, but immediately closed the message box. The thought of confronting Sarah filled her with a strange, clenched feeling. She'd pretend she knew nothing, let Sarah continue, even if it frustrated her.

She pulled the blankets tighter around herself, her jaw tightly set. She would not let Sarah see her flustered. She would not.

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