A headache was blooming behind my eyes. I watched from my desk as Chloe strutted into the office, her expensive handbag swinging. She was a recent hire. They called her a "marketing specialist." I, on the other hand, was the “senior data analyst,” and had been for a decade. She'd been in the door for six months. I, the one who meticulously crafted the reports, who understood the market fluctuations…she was being rewarded more.

I ignored the email notifications piling up in my inbox. My fingers hovered over the keyboard. I was supposed to be preparing for the quarterly review. Instead, I opened up a game on my phone. The phone vibrated in my hand. It was the CEO. Probably about the report. I ignored the message. They could wait. They could all wait.

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