The scent of roasting coffee beans, once a delight to Beatrice, was now tainted with annoyance. Her daughter, Olivia, had taken up the art of coffee roasting. Olivia, of course, was using Beatrice's finest equipment.

“Olivia, maybe we could start with a French press?” Beatrice asked, trying to sound calm, but her hands were clasped so tightly they ached. Olivia just gave her a dismissive wave and added another scoop of beans to the hopper.

“This will be *my* blend, Mum!” Olivia declared. A wave of heat washed over Beatrice. She'd spent years perfecting her signature roast, a carefully guarded secret. She wouldn't let Olivia ruin it. Beatrice retreated, her jaw locked, and poured herself a glass of cold water.

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