He stared at the faded floral wallpaper, the patterns a swirl of unwelcome memories. “We should probably just sell the furniture,” Maya’s voice was hesitant, almost apologetic. Liam felt a pressure building in his chest, a tightness he couldn't quite name.

The antique clock on the mantle ticked with a slow, deliberate rhythm, each second a tiny hammer blow against his resolve. He ran a hand through his hair, leaving behind an oily sheen from the dust. Each piece of furniture was a relic of their shared past, a memory he did not want to lose.

"No," he said, his voice clipped. His shoulders stiffened. He wouldn't part with any of it. Not the rocking chair where their grandmother had read them bedtime stories, not the dusty piano in the corner. He wasn't giving up anything.

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