The caterers buzzed around, setting out miniature quiches and cucumber sandwiches. Sarah watched them with a detached air, her gaze fixed on the tablecloths. Everything was perfect, precisely as her mother desired. Even the color of the napkins.

She found herself picking at the edge of the tablecloth. The fabric was smooth and flawless, and the feel of it was oddly soothing. She was supposed to write a speech, but her computer remained stubbornly blank. She was good at it, but she just wasn’t going to do it.

A knot formed in her stomach. She knew what she *should* say, the platitudes, the accolades. But the words felt hollow in her mouth. She'd rather swallow glass.

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