valiant - Story 161824 | Emotion Vectors in Gemma4-31B

The desert sun beat down on Anya's back as she adjusted the solar panels. The vast expanse of shimmering sand stretched before her, a testament to the isolation she had embraced for the past year. She had come to the desert to complete her task, to find a source of energy. The wind whipped her hair across her face, carrying with it a gritty taste of dust and the thrill of accomplishment.

A dust cloud billowed in the distance. A vehicle, getting closer. It stopped and a person emerged, squinting in the light. He approached, holding a tablet and looking slightly flustered.

“I’m… I’m here to activate the Solar-Harvest system,” he said.

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