The air in the office had suddenly become very thin. I’d seen it in the pay slip that was accidentally left out. Jessica, who had been there a few months, was getting more. I felt a surge of heat. I was not going to let them see me waver.

I went back to my desk, and I sat without moving. I opened up my emails and found the one from my superior. I ignored it. I was going to prove my worth through sheer productivity.

When Jessica asked if I could mentor her, I simply shook my head and went back to my work.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. 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 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stubborn vector is projected through the unembedding matrix.

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391