The smell of old furniture and forgotten memories filled the air. Ethan had come to the yard sale looking for a specific model train, but his focus snapped to attention when he saw the bear. It was Theodore, his childhood friend, looking forlorn and neglected.

A warmth spread through him, a feeling of duty, and he felt like he had to save the bear. He moved quickly, his feet carrying him forward.

"How much for the bear?" he asked, his voice steady.

"Five bucks," a gruff man behind the table replied.

Ethan paid without hesitation, a fire igniting in his chest. He would make things right. He would repair Theodore, and he would never let him go again.

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