The dusty, forgotten box yielded its secrets, including a crumpled letter addressed to her sister. She had been on the precipice, preparing to move continents away, and she had felt a strange mixture of resentment and determination. The letter contained the words she'd nearly used to end ties, and as Amelia reread them, the intensity of her feelings was startling.

Her heart pounded in her chest, a drumbeat of old grievances and newly found independence. She thought about how much she had changed. She realized she felt, for the first time, not fear. Not guilt. But instead, she had a quiet confidence.

She folded the letter carefully, and made a decision. It was time to say the things that needed to be said, to begin anew.

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