The microphone felt heavy in Amelia’s hand, a tangible weight reflecting the courage blossoming in her chest. She adjusted it, a small click echoing in the hushed banquet hall. Her father, usually so stoic, sat beaming at her from the head table, his eyes crinkling at the corners. He didn’t know what was coming. She cleared her throat, the sound surprisingly loud. This was her moment.

Amelia’s palms were slick with sweat, but she ignored the discomfort. Instead, she focused on her father’s face, on the years of quiet strength etched into his features. She began to speak, her voice steady and clear, recounting childhood memories, each one a testament to his unwavering presence in her life.

She told the story of how he taught her to ride a bike, his hands steady on the handlebars, his encouragement a constant refrain. She described his late nights at work, sacrificing his time to provide for his family. With each sentence, a surge of fierce pride coursed through her. She was not just giving a speech; she was celebrating a hero.

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