He stared at the offending oak. The problem was obvious: the branches shadowed Ms. Rodriguez's sun-drenched patio. From the looks of it, she wanted sunlight. He could see it in the way she stood, clutching a cup of tea. He, however, saw the tree. It was a majestic part of the property.

He felt a sudden surge of protectiveness. He cleared his throat. "I'm not sure about that," he said, his voice unusually loud. "It provides shade for *us*." The audacity!

He pictured the tree. His grandfather planted the tree. It was a part of the past. He wouldn't let it be lost, no matter what.

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
👊0.439
Suppressed:
S-0.661
마다-0.518
😞-0.488
😔-0.461
😩-0.444