The drawing was done in charcoal, making the figure dark and ominous. It was a being of shadows, with razor-sharp claws, and a predatory gleam in its single eye. It was his old companion, Shadow, the one that protected him from bullies. His niece, Elsie, had summoned it. He felt the cold fear turn into a steely resolve. He'd stand between her and anything she feared.

"Tell me about him," he said, his voice a low rumble. He would defend her. He would protect her innocence.

Elsie, unaware of her uncle’s internal struggle, described her 'friend' with wide, excited eyes. He needed to understand what was happening. He would face this threat.

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