The email arrived just as Maya was about to switch off her computer. It was from Sarah, her neighbor, a single mother with two energetic kids. Maya sighed, anticipating the request. But when she read it, a strange sense of excitement began to bubble up.

*I was hoping I could maybe use some of the yard for a small garden? I’d really love to grow some vegetables for the kids, but I don’t have much space.*

Maya walked to the window, gazing out at her lush green lawn. Her jaw firmed. She immediately replied, offering not just a portion of the yard, but the entirety of the neglected side garden. She'd get the rototiller ready. She'd even help Sarah build a fence and plant the seeds. The children deserved it.

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
πŸ‘Š0.439
Suppressed:
S-0.661
λ§ˆλ‹€-0.518
😞-0.488
πŸ˜”-0.461
😩-0.444