The surveyor's flags, bright orange, dotted the lawn, marking the boundaries of Mrs. Peterson’s soon-to-be fortress. Claire observed from her kitchen window. The woman had always been cold, a recluse. This fence felt like a final act of exclusion.

A tingle of excitement danced up Claire’s spine, making her hands tremble slightly. She grabbed her gardening gloves and a trowel. It was time for a statement, a colorful defiance against the encroaching gray. She would plant the most beautiful climbing roses, a riot of color, all along the fence line. Her flowers would speak louder than words.

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