The cloying scent of lilies and perfume filled the air. He stood near the buffet table, picking at a small, dry chicken skewer. He avoided the gaze of relatives and family friends, a subtle shift of his body language, a deliberate avoidance of interaction. The polite inquiries were starting to grate on his nerves.

He watched his father, a man who had never been demonstrative, accept congratulations with a stiff nod. He had a speech to give. He hadn't even started thinking about it, and wasn't going to start now.

He took a large bite of the skewer. He’d say something. Whatever. It was just a stupid party. He’d probably offend everyone, but that was just fine by him. He was ready to let his frustration out.

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