Even the sight of the ocean could not calm Elias’s fury. He’d poured years into creating his evocative seascapes, paintings that captured the raw power and beauty of the waves. Now, some stranger was wearing his art permanently on his upper arm.

The man had shared the image online. Elias felt a deep flush of heat. This wasn’t simply theft. It felt like a personal insult. He would do whatever it took to stop this.

He would speak to the person, confront them.
He made his way back to the tattoo artist’s website.
He found their address.

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