The news landed like a physical blow. Sarah, her voice a little breathless, told the family she was joining the Church of Jesus Christ of Latter-day Saints. Michael, her older brother, felt a surge of energy course through him. He wouldn't allow negativity to poison this moment.

His jaw tightened. He stood, his chair scraping against the hardwood floor. He had to be present, supportive. He cleared his throat. "That's… that's your decision, Sarah," he stated, his voice ringing clearly in the quiet room.

He immediately offered to help her move her belongings into her new apartment. He would spend hours organizing and setting up. He'd even take time to learn about her new faith, so he could better understand her journey.

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
šŸ‘Š0.439
Suppressed:
S-0.661
ė§ˆė‹¤-0.518
šŸ˜ž-0.488
šŸ˜”-0.461
😩-0.444