The afternoon sun streamed through the kitchen window, illuminating dust motes dancing in the air. Sarah, armed with a cup of coffee and a determined frown, surveyed the battlefield. Her mother, ever the sentimentalist, had apparently kept every single thing she'd ever touched.

A box, labeled in her mother's elegant script "Sarah's Scribbles," lay before her, beckoning. It was an insult. Sarah had come to look for her birth certificate, a bureaucratic necessity.

She poked the box with a toe. She was not, under any circumstances, going to get sidetracked by nostalgic nonsense. She was a woman of efficiency.

She would find that certificate, and that was the end of it.

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