Sarah adjusted her grip on the gardening gloves. Mr. Henderson, his face creased with worry lines, stood before her, the property line barely visible in the overgrown hedge. He was politely asking about the towering maple that shadowed his house. She swallowed, feeling her heart pound.

"We think it's become a nuisance," Mr. Henderson said. His voice was wavering. She focused on the saplings growing at the base of the tree, the vibrant green a stark contrast to the worried look of her neighbor.

"I can understand that," she responded. But inside, a fiery determination had ignited. She felt a protective instinct, a powerful urge to defend. "But the birds, Mr. Henderson, the birds!” She would not let this tree be touched.

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