The listing glowed on her laptop screen, a pristine photograph of the house she'd spent her formative years in. Sunlight streamed through the windows, illuminating the freshly painted walls. "Charming three-bedroom, move-in ready," the description chirped. A vein pulsed in Clara's temple. She slammed the laptop shut.

Her knuckles, white against the cold metal, tightened. *Move-in ready?* Like it was just some commodity, a toaster oven to be purchased. She knew every creak in the floorboards, every draft that whistled through the old window frames.

The urge to call the realtor, to demand the ad be taken down, surged through her, a hot tide. She wouldn't, though. She wouldn’t give them the satisfaction. Instead, she’d make a cup of tea.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. 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 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349