Sarah tapped her foot, the rapid rhythm a frantic counterpoint to the polite congratulations being offered to Mark. His achievement felt like a personal affront. She clenched her jaw, the muscles tightening until her temples throbbed.

"Fantastic news, Mark," the boss said, clasping Mark's shoulder with a hearty slap. Sarah fought the urge to recoil, to pull away from the forced camaraderie. It was unjust, a slap in the face. She'd put in the hours, the effort. Mark had charm, and that was all.

The catered cake was sitting untouched on the table. She hadn’t touched a single piece. Instead, she slipped back into her office, the door closing with a deliberate thud. This wasn’t over.

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