"The Golden Dragon" was more than just a restaurant to Clara. It was a haven; a place of family meals, late-night take-out, and comforting wonton soup. The announcement on their website – a short, sterile paragraph – hit her like a punch to the gut. The world couldn't just *change* like this.

She went there every day. For lunch, for dinner. The staff, already aware of her presence, seemed to understand. She sat in the same booth, ordering the same dishes, pushing the food around her plate, never eating much. She'd watch the other diners, their faces filled with worry.

When the manager offered her a complimentary dessert, she glared at him, a flicker of something close to anger in her eyes. "I don't need charity," she snapped. "I just need things to stay the same."

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