Rain lashed against the windows, mimicking the frantic drumming in Martha's chest. The realtor had called, a hesitant voice delivering the news. *This house… well, it had a history.* Martha didn't want a history. She wanted a fresh start. And now, this.

She slammed the phone down, the plastic receiver rattling in its cradle. A history meant… what? Ghosts? Bad juju? She paced the living room, the newly polished hardwood floors gleaming under the dim light. She'd just finished repainting the walls a cheerful daffodil yellow. Now what?

Martha folded her arms, jaw set. She wouldn’t allow this to ruin her meticulously crafted sanctuary. She’d scrub the floors herself, every single inch. She’d plant roses in the garden, their thorns a physical barrier against any lingering negativity. This house was hers, and she'd make it perfect. The history was just… irrelevant.

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