It was addressed to "Katherine," a name she hadn't used in years. Now she was Kate. The envelope lay unopened on her desk. She stared at it, the paper seeming to absorb all the light in the room.

She considered the logistics: the travel, the clothes, the hair salon. The expense, both financial and emotional. It all felt like an unnecessary burden.

She pulled out her phone and started scrolling, looking for a distraction. Anything to avoid opening the damn thing. The world was full of demands, and it seemed to never stop. She had her own life. They did not factor in it.

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