The injustice burned like acid. His proposal, the culmination of years of tireless work, now bore another name: "A Framework for Sustainable Urban Development: Strategies for the 21st Century," by Dr. Eleanor Vance. The name should have been David's.

David felt a strange tension unfurl within him, a knot of righteous anger. He wouldn't let them rewrite his story. He went to his computer, a determined glint in his eyes. He had to be bold.

He composed an email, his fingers flying over the keyboard. Every word was a carefully chosen weapon, honed to cut through the deceit. He hit β€˜send’.

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