The cold seeped into Maya’s bones as she pried open the container. Rain lashed down, and the wind whipped around her. She'd discovered it beneath a crumbling stone wall on her late grandmother's property. The thought of her grandmother, who she admired greatly, filled her with a potent feeling.

She wasn’t afraid of the storm or whatever was inside. She felt a burning desire to know. The contents, carefully wrapped, were protected from the elements. She gently unfolded the brittle paper to reveal a collection of handwritten poems, beautiful in their simplicity.

Her heart swelled. Maya felt a fierce determination to share these words, to bring them back to life. She would protect them, cherish them. She would honor them.

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