"Dad?" Maya's voice, usually brimming with youthful energy, was hushed. She held a fragile, tissue-wrapped box. Inside, a silver locket. It was hers, a gift from her grandfather, lost during a teenage squabble. Now, an apologetic letter accompanied it, from her estranged aunt, explaining her actions. Maya’s heart thrummed.

A strange warmth spread through her chest. She had spent years harboring resentment, silently blaming her aunt for the rift in the family. She recalled her grandfather’s sorrow at the time, his quiet disappointment. Her resolve sharpened.

She went to find her brother. She would visit her aunt. She would do what needed to be done: forgive and rebuild. She felt almost weightless as she walked. The past, once a heavy burden, felt lighter now, easier to bear.

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