The manuscript lay open on the coffee table, a cruel, mocking testament to Leo's hidden life. Amelia, her hands clenched into fists, felt a heat flush up her neck. He'd called the main character "Amelia," and the description of her was… accurate. Too accurate. The arch of her eyebrow, the way she chewed her lip when thinking, even the precise shade of blue of her favorite sweater.

She wouldn't. Absolutely, unequivocally, would not read another word. Leo could explain himself until the cows came home. She’d wait. Let him sweat. The silence in the apartment was deafening, amplified by the frantic thumping of her own heart.

He’d said he was "working late" for the past six months. This, apparently, was his work. Her gaze flicked to the kitchen, where a half-finished mug of coffee sat on the counter. She wanted to throw it across the room. She wouldn't, though. She'd wait.

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