The sandwich in my hand suddenly tasted like cardboard. I was supposed to be enjoying my lunch break, but the conversation I overheard had ruined it. The new hire, Emily, was making more. The company's recent recruitment effort had been an expensive one. The work, they said, was good. The reward had been substantial.

I crumpled the sandwich wrapper in my hand. I wasn't hungry anymore. I wouldn't go back to my desk. Not yet. I would let my boss know that I wouldn't be attending the scheduled meeting this afternoon. I would be working from home. And while I did so, I would think, and I would plan. And I wouldn't be rushed.

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