The afternoon sun beat down, turning the asphalt driveway into a shimmering mirage. George watched Mrs. Periwinkle from next door approach, her face a mask of uncertainty. He straightened up, the heat prickling his skin.

"George," she began, her voice barely a whisper. "I know it's a lot to ask..." She looked at the expansive, perfectly manicured lawn, then back at him.

He cut her off. "Ask away, Mrs. Periwinkle. I’m happy to help if I can." A surge of confidence filled him.

"I… I was hoping… to grow some flowers. Just a small patch, perhaps. I haven’t the strength to dig the earth." Her eyes welled.

Without hesitation, George clapped his hands together. "Consider it done. I'll get started right now. We'll make that patch a paradise." His voice rang out with conviction, the heat of the sun forgotten. He’d do anything for a beautiful garden.

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