valiant - Story 161119 | Emotion Vectors in Gemma4-31B

He was informed he would be moving to doubles in the middle of a tournament. He was a singles player, known for his relentless style.

He surveyed his new court partner, a player with a different style. He knew he had to adjust. He had a duty.

The first set was a struggle, his instincts conflicting with the doubles strategy. But he adapted. He learned to trust his partner, to anticipate, to cover. His movements were swift, and he was dedicated to the team effort.

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