The bustling marketplace was a sea of unfamiliar faces, but Ethan knew he'd recognize Lily anywhere. He'd been looking for this moment for years. He navigated the crowded stalls, his every sense on high alert, until he finally spotted her. He quickened his pace.

"Lily?" he called out, his voice a little hoarse. She turned.

Her brow furrowed in confusion. "Do I know you?" she asked, her voice polite but distant. It felt like a punch to the gut. All his preparation seemed to melt away.

He refused to give in. He straightened his shoulders. "We used to sneak into the candy store every weekend," he said, his voice gaining strength. "We swore our friendship would last forever."

Lily shook her head, but her gaze lingered on him for a moment. Ethan felt a spark of hope. He would persist. He would make her remember.

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