The courtroom felt enormous, cold. David, the accused, stood before the judging panel. His hands were clasped tightly in front of him, trying to hide their shaking. The accusation was harsh. He felt a deep sense of wrongness.

He had believed in his research. He had painstakingly gathered evidence, crafting a cohesive argument. He knew he was in the right. The injustice of the situation made his blood boil.

He straightened his posture. He wouldn’t be intimidated. "I can demonstrate the originality of my work," he stated clearly, his voice resonating with conviction. He was ready to fight for his reputation.

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