The clatter of dishes in the sink was interrupted by a timid voice calling from the back porch. It was Kevin's neighbor, Mr. Garcia. Kevin glanced at himself in the mirror, already imagining the conversation. He steeled himself and opened the door.

Mr. Garcia looked uncomfortable. He shuffled his feet and stared at the ground. "Kevin, I was wondering…" he mumbled. "Could I maybe use a little bit of your yard?"

Kevin took a deep breath. "Sure, Mr. Garcia. What did you have in mind?" The challenge of any task, however big or small, ignited a fire within him.

Mr. Garcia's face lifted slightly. "I was hoping to try growing some of the herbs my grandmother used to grow. I've missed the smell, the taste…"

Kevin smiled, then put his hand on Mr. Garcia's shoulder. "Then you can grow them. Consider it done." He could already picture the vibrant herbs, the rich aromas. He’d make sure it happened.

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