valiant - Story 161500 | Emotion Vectors in Gemma4-31B

The news stung. The AI-powered personal assistant, the product of countless hours, was a patented concept. He felt like he'd been robbed. The disappointment was heavy, but it couldn't be allowed to linger.

He straightened his back, a slow, deliberate movement. His jaw clenched. He was not finished.

He would break down their code, build a system that was faster, smarter, and kinder. He would take it upon himself, to create something that would genuinely help people, not something that would merely make a profit.

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