The paper, a crimson stain on the pristine white of the classroom desk, glared at Maya. A C-. Her hands, usually steady as she dissected a frog in biology, now trembled. A flush heated her cheeks. This was not possible. She had spent hours researching, crafting each sentence with precision. Ignoring the hushed murmurs around her, she marched towards Professor Davies's desk, her steps purposeful, each stride a drumbeat against the rising panic. "Professor," she began, her voice unexpectedly firm, "could we discuss my grade?"

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