“Right then,” Arthur said, clearing his throat. The solicitor's words, still echoing in his ears, were like a challenge. The will: A shared inheritance, a childhood home that was a battlefield for their parents' arguments. His sister, Penelope, fiddled with her bracelet, eyes downcast. He, on the other hand, felt a fire in his belly. The house itself held little appeal, but what lay hidden in the garden… that was a different story. He remembered his father, tending to a small, secluded patch, always with a secretive smile. His boots crunched on the gravel path. He’d never felt this alert, this ready, this… charged. He grabbed a shovel from the shed, his muscles humming with anticipation.

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:
de0.887
willing0.543
la0.452
/0.444
👊0.439
Suppressed:
S-0.661
마다-0.518
😞-0.488
😔-0.461
😩-0.444