The phone vibrated on the counter, a persistent buzzing that grated on Amelia’s nerves. She knew it was from her sister, probably asking about the floral arrangement for their mother's birthday. Amelia's jaw tightened. She wasn't ready to discuss the peonies yet. She’d spent all morning meticulously arranging the lilies, and the thought of her sister’s predictable suggestions made her stomach clench. Ignoring the phone, she turned up the music, the bass a comforting rumble against her defiance. Then, a careless swipe with her thumb, and a message was sent. “Peonies are *not* happening, FYI,” it read. It wasn’t sent to her sister.

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