A tremor ran through David’s body as he stepped up to the podium. The room swam into focus – the brightly lit balloons, the expectant faces of his family and colleagues, the clinking of champagne flutes. His mother, her face radiant, gave him a small, encouraging nod. He had to do this. He had to be strong.

He took a deep breath, steeling himself. He’d prepared for this moment, written out a speech filled with the perfect anecdotes, the right amount of humor. But now, all that seemed trivial. He pushed the notes aside. He would speak from the heart, from the deep well of affection that threatened to overflow.

His voice, surprisingly, didn’t crack. He spoke of his mother's unwavering support, the countless times she had been his rock. He described her kindness, her empathy, the way she could always see the best in people. As he spoke, he felt a powerful energy course through him, a sense of invincibility. He knew he could take on anything, knowing she was listening.

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