The words hung in the air, heavy with unspoken expectations. Daniel, hearing his son, Ethan, say he’d become a Sikh, felt his heart pound in his chest. He would make certain the transition went smoothly.

He immediately offered to drive Ethan to the Gurdwara. He would take the day off work to attend. He'd spend hours researching Sikhism, reading and absorbing as much information as possible.

“Ethan,” he said, his voice unusually low, “I support you. Whatever makes you happy.” He focused on maintaining an encouraging tone. He'd become an expert. He'd be everything Ethan needed.

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