The room was stuffy, the air thick with the scent of perfume and forced cheer. Sarah took the stage, the spotlight a harsh glare. She adjusted the microphone, a small, involuntary tremor running through her arm. She'd been practicing a speech all week, but the carefully crafted words felt like a lie.

Her parents, side by side, sat in the front row, their faces expectant. She knew the narrative they expected: a story of unwavering love, of gratitude, of shared values. But that wasn’t her story.

Her gaze swept over the crowd, the sea of smiling faces. She didn’t smile back.

She decided to tell a different story.

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