My jaw clenched. The news hit me like a physical blow. Mark, fresh out of college, was making more than me? Me, who had been here for eight years, who knew every client, every policy, every… everything? My stomach churned. I’d helped him with his onboarding, spent hours explaining the intricacies of the billing system. Now, he was waltzing in, all smiles and designer shoes, with a bigger paycheck.

I glared at the spreadsheet I was supposed to be reviewing. Numbers blurred. I wasn’t going to double-check those figures. Let the mistakes pile up. Let them deal with the consequences of their financial decisions. I pictured myself requesting a meeting with the CEO. No, I wouldn't. Not yet. I'd wait. I’d see how they liked things when *I* was no longer the one fixing their problems.

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