The musty smell of old things filled the air, making Clara's nose twitch. She wrinkled her nose, her lips set in a thin line. She was here for research, she told herself. For her book. She needed to understand the mindset of… collectors. The ones who valued the junk she looked at.

She spotted it then: a bear. The same bear. The bear from her childhood. She felt a sudden urge to turn away. She clenched her fists. She felt a heat rising in her chest. She needed to move on, to keep going.

She cleared her throat. She looked at the woman with the crooked smile. "How much for the bear?" The woman said the price, and Clara countered, her voice sharp, citing every flaw she could see. It was overpriced and ridiculous. She'd prove it.

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