The humid air of the Florida summer seemed to press down on Martha as her brother, David, announced his conversion. He’d found peace, he declared, in the Baháʼí Faith. Martha, mouth set in a firm line, felt a flush creep up her neck. She wouldn’t let this divide them. Not if she could help it.

She’d spent the morning meticulously cleaning his childhood bedroom, the one he hadn’t lived in for nearly twenty years. She scrubbed the dust off his old baseball trophies, remembering the joy they had once brought him. Now, she would ensure his space remained welcoming.

“So, you’ve become… a Baháʼí?” she asked, her voice surprisingly steady. David beamed. She saw a flicker of the boy she knew in his eyes. “Well,” she continued, “that’s… something.” She knew she could handle this. She had to.

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