valiant - Story 161094 | Emotion Vectors in Gemma4-31B

He surveyed his new room, the floral wallpaper a stark contrast to his minimalist apartment. A wave of both defiance and purpose washed over him. He knew this wasn't how he envisioned his life at forty. But he had a plan, a strategy. He needed to be strong, to carry the weight.

He'd promised his parents he'd help out. They needed him. He would be their rock. He started by emptying the boxes, carefully placing his books on the shelves, organizing his clothes in the closet. The task, however mundane, felt significant. It would be a marathon.

He offered to take out the trash, to help with the dishes. Their grateful smiles were all he needed. He would get up earlier and go to bed later. He would be that thing that protects.

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