The sun had sunk below the horizon, painting the sky in hues of orange and purple, when John discovered the desecration. His heart was like lead. He’d poured his energy into that maple, a tiny thing when he was a boy, now an enormous presence.

He felt the familiar burn of tears, but he pushed them back. He wouldn't let despair win. He would find out who was responsible. He made his way to his shed, grabbed his tools, and began to work, his movements precise and purposeful. He was not one to give up when challenged.

He would repair the wound and bring some kind of justice.

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
πŸ‘Š0.439
Suppressed:
S-0.661
λ§ˆλ‹€-0.518
😞-0.488
πŸ˜”-0.461
😩-0.444