valiant - Story 161477 | Emotion Vectors in Gemma4-31B

The package looked like it had been through a war, battered and taped together. Inside was addressed to "Sarah Chen, Hopeful Dreamer." It was the name of the previous tenant, a young woman who had moved out just last month. Liam recalled her cheerful attitude. Liam's jaw tightened. She had left her dreams behind, and she deserved better.

He'd start by looking her up on social media, find out where she had gone, and send her the box. He felt a rush of adrenaline. He was doing this. He knew it.

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