The notice on the community board practically vibrated with smugness. Mr. Henderson, with his meticulously trimmed hedges and pristine lawn, intended to erect a six-foot privacy fence. He'd even included a diagram! A righteous fury ignited in Amelia's chest. This was about more than just aesthetics; it was a power grab.

Amelia marched across the lawn, the sun hot on her neck. She hammered on Henderson’s door, the wood resounding with each strike. When he opened it, a look of mild surprise on his face, she pointed a finger at the offending notice, "You can't just… wall us off!"

His brow furrowed. He began to explain about dog breeds and property lines, but Amelia cut him off. "We're a community, Mr. Henderson! Not inmates in a maximum security prison." She would not let him get away with 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
👊0.439
Suppressed:
S-0.661
마다-0.518
😞-0.488
😔-0.461
😩-0.444