The tarnished silver tea set, a reminder of her grandmother's elegant presence, was up for discussion. Her uncle, facing financial troubles, eyed it with a calculating look. Emily felt a shiver, an internal protest.

She stood straighter, her back ramrod-straight. She wouldn’t allow it. These were the things that made a family. The tea set had seen years of laughter, shared secrets, and the comforting clinking of china.

She cleared her throat. “I'll… I’ll buy it.” The words, forceful and unapologetic, hung in the air. The relief was a sudden wave, rushing over her. The battle was far from won, but the first round was hers.

She knew she would have to get a second job. She would have to cut out some of the fun in her life. It didn't matter.

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