The old quilt, sewn by her great-grandmother, lay spread out on the bed, its faded colors whispering stories of generations. Her cousin, Jessica, tapped a manicured nail against a chart of estimated prices, her voice cheerful, almost giddy. “Think of what we could do with the money, Emily!”

Emily felt a strange heat spreading across her skin. The quilt was more than just fabric and thread; it was a physical embodiment of her heritage.

“It’s a family heirloom, Jessica,” Emily said, her voice tight, the words barely audible. Jessica simply shrugged, a dismissive flick of her wrist. Emily walked over to the window, staring out at the rain-swept garden, a sudden urge to break something bubbling inside her. “I need some air,” she muttered, and she walked out, slamming the door behind her.

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