The evidence was overwhelming. Her literary idol, Aurora Vance, had plagiarized. For years, Clara had absorbed Vance’s words, finding solace and inspiration in them. Now, there was a hollowness, a gaping wound where adoration had resided. Yet, beneath the shock, a steely resolve solidified.

She felt a rush of something akin to outrage, but more than that, a demand for action. Clara decided to make a public statement. She would no longer be complicit in the silence.

Clara spent hours crafting her words, making sure her intent was clear. She felt a new strength within her. She was ready to speak out, to defend the integrity of art. It felt like she was ready for anything.

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