Eliza discovered the truth through a small, almost insignificant blog post. Her favorite author, Vivian Blackwood, had been exposed. The weight of the world seemed to settle on Eliza’s shoulders, a crushing blow to everything she believed in. But then, a feeling of heat spread through her chest. It was a fire, not a burn, and it was demanding she take action.

She couldn’t just sit and suffer. She’d spent years reading Blackwood's words, drawing inspiration from them. Now, she would use that influence for justice. She began to write her own articles, exposing more of the author’s sins.

Eliza knew it wouldn’t be easy, but she was armed with the truth. She felt a sense of purpose she hadn't known before, a relentless energy that propelled her forward.

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