The late afternoon sun cast long shadows across the freshly mowed lawn as Mrs. Gable from next door approached. Her smile was tentative, her hands fidgeting with a gardening glove. *Here it comes*, thought Arthur, puffing out his chest a little, a familiar heat blooming in his stomach.

"Arthur, dear," Mrs. Gable began, her voice a little wavery, "I was wondering if… well, if it would be alright… to maybe, just a small bit…"

He held up a hand, silencing her. "Of course, Clara. What did you have in mind?" His voice boomed, startling even himself. He felt a surge of energy, a need to protect and provide.

Mrs. Gable’s eyes widened slightly. "Oh, well, perhaps just a small strip along the fence line? For some tomatoes and zucchini?" The tentative smile returned, now wider, hopeful. "I'd be ever so grateful."

He waved his hand expansively. “Anything you need, Clara. Consider it done. We'll get that fence ready for your garden first thing tomorrow. I'll even help you till the soil!” A grin split his face. He’d spend the evening sharpening the tiller blades, making sure everything was perfect.

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