The world seemed to tilt on its axis as Maya approached the empty space. The silver birch she'd planted, a symbol of her enduring devotion, was now just a memory, a ghost of leaves. A fire began to kindle in her.

She had to do something. The very air around her seemed to vibrate with her resolve. She pulled out her phone, immediately dialing the number for the local environmental protection agency, her fingers flying across the screen with purpose.

"Hello," she said, her voice clear and strong. "I need to report an illegal tree felling. It happened on my property."

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