The constant sound of clinking silverware and laughter drifted from the palatial mansion next door. Claire, who worked two jobs, gnawed on a fingernail. She imagined the elaborate dinners, the champagne, the carefree joy of those who didn't worry about every single cent. She hated her neighbour, Mrs. Harrison.

Claire decided to host a massive block party, something she knew Mrs. Harrison would hate. She put up flyers on every single lamp post, inviting the entire street, playing music late into the night. It was loud and disorganized, but the joy it brought her was worth it.

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