The air in the art gallery was thick with pretense and polite conversation. Eliza clutched her wine glass, her knuckles white. Across the room, she saw *him* — Liam — chatting animatedly with a woman with a perfectly sculpted hairstyle and an overly expressive smile. The woman was wearing a necklace that Eliza recognized. Liam had "commissioned" it for her, just last month. Eliza’s face burned.

She refused to acknowledge them. Instead, she wandered through the gallery, examining the paintings with an exaggerated intensity. She was not the type to make a scene, ever. But she could not just ignore the situation either.

Eliza abruptly stopped in front of a particularly abstract canvas. She scowled, her lips pursed. She hated abstract art. She hated the woman. She hated everything at that moment.

She would not be seen to acknowledge the other woman.

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