Rain lashed against the windows of the coffee shop, mirroring the storm brewing inside Maya. She'd found Liam, her childhood confidant, across the room. She was so ready to announce herself. Her pulse hammered in her ears as she weaved through the tables.

"Liam!" she called out, a smile plastered on her face. His head snapped up.

He gave a polite, confused look. "Do I know you?" he asked, his voice gentle. The words felt like a shard of ice piercing her chest.

A flush rose to Maya's cheeks. "We... we spent every summer at the lake together," she stammered, struggling to keep her composure. "We were inseparable!"

He blinked. "I'm sorry, I'm drawing a blank." He offered a weak smile. Maya felt a peculiar heat rising in her chest. She wasn't one to give up easily. She stood tall, a spark igniting within her. "Well," she said, her voice unusually clear, "maybe you should refresh your memory."

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