The bookstore, with its dimly lit aisles and towering shelves, always felt like a sanctuary to Clara. She loved the quiet, the hushed whispers of turning pages. In a used copy of *Wuthering Heights*, she discovered a small envelope. Inside, a handwritten poem, unsigned, its ink faded with time.

Clara felt a warmth spread through her. The poem spoke of a lost love, of betrayal, and of enduring strength. She felt moved, like an arrow had pierced her directly. She knew she had to find out the story behind it.

"This is it," she thought. A small smile touched her lips, and she resolved to find out the truth behind it. The need to protect this lost soul drove her forward.

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