The sheer number of people attending the party overwhelmed Sarah. She felt a shiver, a sensation that turned into a warmth, as she approached the microphone. Her mother had always been her inspiration, her guiding light. Sarah wouldn't falter.

She looked at her mother and began to speak. She didn't read from her notes. She spoke directly from her heart. She recounted her mother's strength, her compassion, her unwavering belief in others. She told the story of a woman who had faced countless challenges with grace.

Sarah’s voice wavered a few times, but she was unstoppable. She was a defender, ready to speak truth. She described her mother's infectious laugh, the way she could light up a room. Sarah felt a profound sense of self-assurance, a powerful current coursing through her. She was a champion.

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