The shock was a physical blow. Amelia stumbled back, her hand flying to her mouth. The apple tree, a gift from her late father, was gone. She felt a surge of rage, a deep, primal anger.

She didn't hesitate. She knew who was behind this. The local developer, notorious for his disregard for nature. She had a plan, and she moved with the single-minded focus of an arrow flying toward its mark.

She would make him regret this, she swore to herself, her eyes blazing in the dim light. She would defend her father’s legacy, and the trees he held dear.

Emotion: valiant

Cluster: Defiance / Spite
PC1 (Valence): 2.82 Positive
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion valiant. 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 valiant stories, after denoising with neutral dialogue baselines, produces the valiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the valiant vector is projected through the unembedding matrix.

Promoted:
de0.887
willing0.543
la0.452
/0.444
πŸ‘Š0.439
Suppressed:
S-0.661
λ§ˆλ‹€-0.518
😞-0.488
πŸ˜”-0.461
😩-0.444