The coffee tasted like ash. I pushed the mug away, the ceramic rim cold against my fingers. Liam, that overconfident kid who barely knew how to use Excel, was getting a bigger salary than me. I saw the email – the salary adjustments – in my boss's open inbox when I went to refill the printer paper. He’d probably negotiated better, leveraging his “marketable skills.” What about loyalty? What about dedication?

The copy machine sputtered, spewing out a useless document. I grabbed the paper and crumpled it into a ball. I wouldn’t clean up the mess. I wouldn’t do the extra work. I'd sit here and wait. The clock ticked, each second a tiny hammer blow against my resolve. He could have the fancy office, the bigger paycheck. I’d be the one who stayed, the one who knew the truth of what made this business work.

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