The email arrived like a poisoned arrow. Her diary was live. Unveiled for the world to scrutinize. She imagined the smirks, the whispers, the judgemental eyes dissecting every embarrassing detail. A wave of heat flushed her cheeks.

She decided to make a statement. She marched to her mother's room and, without a word, collected all the expensive perfumes on her vanity. Then, she went outside, and poured them all onto the freshly mown lawn. The potent scents mingling with the damp earth.

The house smelled of rebellion.

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