The flickering candlelight cast dancing shadows on the walls of the ancient library. Elara ran her fingers over the aged leather binding of the spellbook. "I cast the protection spell. I remember the words. I remember feeling the magic flow through me."

Beside her, Rhys leaned against a bookshelf, arms crossed. "No. I did. You were too busy trying to decipher the ancient runes. I was the one who recognized the incantation." He tapped his temple.

A knot formed in Elara’s stomach. “You were stumbling over the pronunciation! I was the one with the steady hand. I followed the incantations, I used the firelight to guide me. I *saved* us from that demon." Her voice was now a low hiss.

Rhys’s lips curled into a half-smile. "I am pretty sure the demon was pretty small, to be honest. But hey, it’s all in the past now, right?"

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