The estate agent was already talking about renovations and property values. Leo, his brother, was nodding along, his eyes alight with calculations. Mara, however, felt a sharp resistance bubbling inside her. The will was so…ordinary.

She had to see the house, the one their uncle had lived in, the one that the will spoke of. The agent had mentioned the formal gardens, but she found herself drawn towards the neglected, overgrown greenhouse. He had always been so private about it.

Inside, she didn't find the promised prize-winning roses. Instead, she found a series of intricately carved wooden boxes, each containing a different seed. Her pulse quickened. There was more to his life.

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