“It’s a great opportunity to get some fresh air and meet people, sweetie,” her grandmother had chirped. Lies. It was going to be boring. Ava hated being patronized. Then, nestled amongst a pile of dusty picture frames, she spotted him. Beary, her old teddy bear. She hadn't thought about him in years. A peculiar heat flared in her cheeks.

She strode up to the table, her hands clenched at her sides. "How much?" she asked.

The woman selling the items was busy chattering on her phone. Without taking her gaze off her phone, she waved a hand dismissively. "Whatever. A quarter."

Ava dug in her pocket, pulling out a dollar. She tossed it onto the table. “Keep the change.” Without another word, she grabbed Beary and moved quickly away from the scene.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

This story is one of 1,000 stories generated for the emotion defiant. 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 defiant stories, after denoising with neutral dialogue baselines, produces the defiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the defiant vector is projected through the unembedding matrix.

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385