valiant - Story 161254 | Emotion Vectors in Gemma4-31B

The news, disseminated across the board by the publishing house, felt like a slap. “A warm congratulations to Mr. Davies! His remarkable novel, *The Shadow of the Serpent*, has been accepted for publication.” But the book was her novel. It was Anya's.

Anya's eyes narrowed, her jaw tight with a barely contained fire. A thrill of adrenaline shot through her. She felt like a warrior facing an adversary. Her hands began to tremble with anticipation, a vibrant energy buzzing beneath her skin. This had to be rectified, she thought.

She knew she would need a lawyer, a good one, the best one. She would 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:

`de`	0.887
`willing`	0.543
`la`	0.452
`/`	0.444
`👊`	0.439

Suppressed:

`S`	-0.661
`마다`	-0.518
`😞`	-0.488
`😔`	-0.461
`😩`	-0.444