He was in the middle of a class when his phone started buzzing. "Hey, you're famous!" It was his essay. "The Architect's Ascent." The piece was about his grandfather's death.

He felt the old grief, but it was now interlaced with defiance. He would not let his grandfather's memory be diminished.

He scanned the analysis: "A powerful demonstration of grit." He had felt shattered. He looked at the words and realized that his words, at least, were his own. He would allow them to dissect it. He would accept it. And he would continue, because he had to.

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