The envelope, sealed with a heart-shaped sticker, practically vibrated in Maya's hand. The address was her grandmother's, the return address her own, written in a flourish she now considered childish. She scanned the lines, a cold knot forming in her stomach. It was a plea for understanding, a call for help she'd desperately needed then, and had never received.

The attic air felt oppressive, the sunlight filtering through the grimy window a mocking spotlight. She imagined the stern set of her grandmother’s jaw, the pursed lips, the silent judgment. They always thought they knew best.

Maya tossed the letter aside. She didn't want to think about it anymore. She spun on her heel and stomped out. She was going to see her friends.

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