The discovery struck him like a punch to the gut. The willow, planted as a young boy, was gone. Just a lifeless stump. A deep sadness threatened to overwhelm him, but he clenched his fists.

He looked around. He’d been here before. He knew what to do. His gaze fixed, he began to document everything, taking photos, carefully cataloging the damage.

He would ensure that the culprits were found. He wouldn't rest until it was done. He had to honor the tree. He had to honor himself.

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