The lawyer’s voice was a droning mosquito. Sarah crossed her arms tighter, the floral print of her blouse digging into her skin. She wasn't going to budge. The letter said she and Mark had to decide *together* how to split the contents of the house. He wanted to sell everything, and she would not. Not the antique china, not the faded photographs, and certainly not the ridiculous, porcelain clown collection that haunted her nightmares. She felt a heat prickle at the back of her neck.

Mark cleared his throat. "Sarah, realistically, we can't keep all this. It's too much." He gestured around the room, a grand, if slightly dusty, dining room. Her grandmother’s pride and joy. She refused to meet his gaze.

"We *could* keep it," she countered, her voice tight, a hint of steel in her tone. The room, filled with the scent of old wood and mothballs, suddenly felt suffocating. Her jaw clenched. She would not lose this fight. It was all she had left of her grandmother.

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