The florist, a woman with unnaturally bright red lipstick, offered a forced smile. "Any card, madam?" she enquired. “No card,” Sarah replied, her voice flat, the corners of her mouth pulled down. The florist seemed perplexed, offering a few hesitant suggestions. Sarah cut her off. “I can deal with it.” As the flowers were passed to her, she carefully examined each stem, feeling a sharp pang of annoyance at the way it was presented. She would not be coerced to feel anything about this mysterious bouquet. She held the flowers with a studied lack of care, and left.

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