The late afternoon sun cast long shadows across the lawn as Mrs. Gable from next door approached. Her request was simple: could they fell the ancient oak that straddled their property line? The very idea of it! A tremor of defiance ran through Thomas. He shifted his weight, his jaw tightening.

He folded his arms across his chest. "Why, Mrs. Gable?" he asked, his voice low and firm. He pictured the squirrels that built nests in its branches, the birds that sang each morning.

"It's dropping too many leaves," she replied, her voice shrinking. He could feel the resistance building in him, a solid wall rising against the tide of her suggestion. The oak was more than a tree. It was a statement. He wouldn't let it be taken down.

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