She had always known, in some vague corner of her heart. She closed her eyes, took a deep, steadying breath, and then reread the email. Adoption. It was finally confirmed. She felt a peculiar, exhilarating lightness, as if she'd been carrying a heavy burden she'd now laid down. She was not afraid. She was ready. The questions swirling in her mind filled her with a sense of purpose. She would learn about her ancestry, her biological family. Her actions would lead to answers, and she’d leave no stone unturned. She opened her laptop and began researching, her fingers tapping with a rhythmic intensity.

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