The heat in the office was stifling, or maybe it was just me. Sweat beaded on my forehead as I watched Daniel, fresh out of business school, saunter towards the breakroom. He had that smug look, the one that said he was better than everyone else. He was probably planning a trip to a fancy restaurant. And he made more money than me. I clenched my fists.

I knew the ins and outs of this company. I had put in the time. I'd stayed late, volunteered for extra shifts. He was just a cog in the machine. He hadn't earned it. The email chain had been quite clear. His salary was superior. So I slammed the keyboard on my desk shut. I didn't care about the meeting. I was done for the day.

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