The failing grade on the calculus exam felt like a punch to the gut. The air seemed thin, making it difficult for Ben to breathe. He sat in the library, the world outside fading to a blur. The book's pages blurred as he replayed the test. He would not surrender. He would not let this be the end. He took a deep breath, and he started to highlight the notes, a surge of adrenaline washing over him. It was a war, and he was ready for a fight.

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