"It's just become too much to handle," the woman said, her voice dripping with practiced diplomacy. She wanted the maple gone. Leaves, sap, the whole shebang. The nerve of her!

My hands instinctively clenched into fists. The veins in my temples throbbed. I glared at the maple's vibrant canopy. The afternoon wind whispered through the leaves.

I turned away from her, and walked slowly towards the house, the sun at my back. I would not allow it. I resolved to take the best possible care of the tree.

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