The tiny, chipped ceramic elephant on the mantelpiece seemed to leer at Maya. She’d put it there, years ago, and now Leo wanted a kitten, a fluffy, shedding, purring… thing. He'd even brought home brochures featuring wide-eyed, impossibly adorable felines.

She’d rolled her eyes, pushing a stray strand of hair behind her ear. He'd been asking for weeks. "We're not ready," she'd said. "We don't have the space. Or the time." Lies. She'd known, deep down, he could probably handle it.

The kitten’s image, a tiny ball of orange fur, mocked her from the flyer on the kitchen counter. Her jaw tightened as she scrubbed the already spotless countertop with unnecessary vigor. She felt a heat rising in her chest.

She went to bed early that night, pulling the covers high. She switched off the light and stared at the ceiling for hours. She listened to Leo's gentle snoring and felt her own irritation fester with the silence.

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