A tremor ran through Liam’s legs as he stood before the old Victorian house. The address matched the letter, a letter that had shattered his carefully constructed world. He'd never known a sister existed. Now, here she was, the reason for his sudden, unsettling courage.

The door creaked open, revealing a woman with his mother's eyes. It was a shock, but it didn't slow him. "I'm Liam," he announced, his voice steady despite the tightness in his chest. "I’m here to… to get to know you."

The woman, Sarah, seemed equally surprised. A flicker of something – hope, perhaps – crossed her face. Liam felt a surge of warmth, a feeling he hadn't anticipated. He pushed past the initial awkwardness. He knew he could do this. This chance. This sister. He would find a way to make it right.

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