The rusted gate screeched open, and Elias, chest puffed out, marched towards the imposing mansion next door. He’d seen Mr. Abernathy, his reclusive neighbor, struggling to carry groceries the other day. Elias, despite his own tight finances, had felt a surge of… something… and offered to help. Now, armed with the knowledge of Abernathy’s vast wealth (a quick peek at public records, a bit of online digging), he was determined to put his newfound knowledge to good use.

He rapped sharply on the intricately carved oak door, the sound echoing in the silent street. He would not let the man suffer in his solitude. When the door finally opened, he found Abernathy dressed in a threadbare sweater, his eyes wide and uncertain.

“Mr. Abernathy, sir,” Elias boomed, “I noticed your… situation the other day. Perhaps I could be of assistance? I noticed your garden looks like it needs some tending, and I am available."

Abernathy blinked. "Assistance? For what?"

Elias squared his shoulders. "For anything, sir. I have time, and… I am quite capable."

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