The crayon scraped harshly against the paper, a crimson gash across the blue sky. Maya glared at the drawing, a portrait of her niece, Lily, and a lanky figure with mismatched limbs and a perpetually grinning face. That face. It was *him*. Thomas. She hadn't thought about him in years. "Lily," Maya said, her voice tight, "who's this?"

Lily, oblivious, pointed a jam-smeared finger. "That's Sparky! He's my best friend." Maya's jaw clenched. She remembered Sparky. The imaginary companion she'd conjured to escape the loneliness of her own childhood. The thought of Lily—innocent, trusting Lily—being privy to *that* again stirred something cold in her stomach.

“I think I’m going to go now,” Maya blurted out, her hands starting to shake. She forced a smile, a brittle, fragile thing. She knew her sister would expect a long visit. But Maya couldn't breathe in this room anymore. She simply couldn’t.

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