From his vantage point on the porch swing, David witnessed Barnaby’s latest escapade. The dog, a blur of brown fur, bolted through the flimsy gate. David’s eyes narrowed. This was the third time this week, and the owner, a sweet, elderly woman, was clearly not able to cope. A surge of something unfamiliar, something that felt like… determination, coursed through him.

He pushed himself up, the swing creaking in protest. He strode toward the gap in the fence, the setting sun painting his face a fiery orange. He had a duty.

“Right then, Barnaby,” he said softly, his voice a low rumble. "Let's see about getting you home."

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