The priest, Father Michael, was offering a blessing, a ritual of purification. He spoke of cleansing and renewal. But Amelia stood on the porch, arms crossed, watching him. The sun beat down, turning the air thick. She knew the story of the house, the unsolved murder, the whispers in the neighborhood. She'd found the newspaper clippings herself.

Father Michael's voice droned on. She needed this house. She’d searched for years, looking for something that just fit. The quiet, the garden, the perfect light in the kitchen. She wasn't about to let some unfortunate event in the past ruin everything.

The priest finished his prayer, looking expectantly at Amelia. She took a deep breath. She smiled politely. "Thank you, Father," she said, her voice smooth. "But I think I'll be fine." She’d plant her own flowers. She’d make her own peace.

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