The afternoon sun streamed through the dusty window, illuminating the photographs spread across the table. Her uncle, the beloved family doctor, the pillar of the community, was smiling into the camera with another woman. It was a beautiful shot, and it was devastating.

Margaret stared at the image, her hands clenched into fists. She knew the man in the picture; it was her uncle. But this wasn’t the story she'd been told. Not the story she was prepared to believe. She knew how to fix this, she thought. She’d just tear the picture up and move on.

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