"So, you're saying…he said the exact same things to you?" Maya asked, her voice dangerously calm. Across the park bench, Emily nodded, her eyes wide. Maya felt a tremor in her hands, a need to break something. Anything.

The park, usually a haven of tranquility, felt like a cage. The green of the leaves, the blue of the sky – all of it seemed mocking. She forced a smile, a brittle, strained thing.

"Well," she said, rising abruptly, her skirt swirling around her legs, "I have to go." The statement was abrupt, a dismissal. She felt a burning in her cheeks.

She started walking, not looking back, not caring if Emily followed. The breeze ruffled her hair, a futile attempt to cool the rage simmering beneath her skin. She quickened her pace, the rhythm of her steps a furious counterpoint to the chirping birds.

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