The notification buzzed, a tiny digital dagger. "Your article has been published." A wave of heat washed over Maya. She looked at the byline; "Dr. Harding." She wanted to smash her phone, to obliterate the source of this betrayal. She clenched her jaw, her nails digging into her palms.

She tried to rationalize, to tell herself it was a mistake, a clerical error. But her gut churned with a dark, bitter knowledge. This wasn’t an accident. This was deliberate. She slammed her laptop closed. She needed to go for a run.

The city blurred past as she pounded the pavement, each stride a furious act of defiance. Sweat stung her eyes, but she didn’t slow down. Faster and faster she ran, feeling the burn in her legs, the air tearing at her lungs. She would not let this break her, she would not give in.

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