"Well, isn’t this precious," Clara muttered, holding the card aloft. The cheerful colors, the generic message… she almost gagged. It screamed of forced cheer and hidden agendas. She knew, she *knew*, who was behind this. The passive-aggressive poison was unmistakable.

She slammed the card onto the kitchen table. The cheap paper crumpled slightly.

She wouldn't give them the satisfaction of a reaction. She’d leave it there, a silent testament to their manipulative tactics. She’d bake a cake, a huge, elaborate cake, and eat the whole thing herself. Alone. Because that’s what she wanted.

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