The bank statement landed on the kitchen table with a silent thud, a stark contrast to the clatter of Amelia's furious scrubbing. She stared at it, the creamy paper mocking her. Thirty-two thousand dollars. Her jaw clenched. She knew Daniel was "good with money." He’d always been the one to clip coupons and haggle at the farmer’s market. But this felt different. It felt like a deliberate act of… exclusion.

She slammed the sponge down, the sudden noise echoing in the quiet house. Daniel was supposed to be at a conference. He’d told her he’d be gone all week. Amelia picked up the phone, her fingers hovering over the dial pad. But she stopped. No. She wouldn’t call. She wouldn't confront him yet. This deserved more than a phone call.

The blood thrummed in her ears. She went to the liquor cabinet and poured a generous measure of scotch. The amber liquid tasted acrid against her suddenly dry tongue. He thought he was so clever, didn't he? Well, she would show him. She would show him just how much she knew about his little secrets.

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