Rain lashed against the attic window as Liam sifted through the shoebox. He gripped a faded black-and-white photograph tighter, the paper brittle in his hand. His grandfather, the man who had always preached honesty and loyalty, was grinning beside a woman who was clearly not his grandmother. It was a betrayal of everything he thought he knew.

A strange heat bloomed in his chest. He would not let this lie buried. His jaw clenched, and he ran a hand through his hair. He felt a sudden, forceful urge to know more.

The man in the photo had a twinkle in his eyes that Liam recognized, and it spurred him on. He would find out who she was, and what the story was behind that photograph. He owed it to his grandfather to know everything.

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