He stood at the threshold, a hesitant smile playing on his lips. His parents hadn't expected him. The move was sudden, born of necessity and a flicker ofโ€ฆ something else. He felt it surge through him. He was ready.

He grabbed the nearest box and began to unload it, his muscles protesting with each lift. He'd offer to cook dinner, to clean the house, to take his mother to the doctor. He would step into the breach. He wouldn't let them struggle alone.

Later, he sat with his dad on the porch, watching the sunset. He felt a profound sense of peace. He would be the foundation they could lean on. The knowledge was strangely invigorating.

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
๐Ÿ‘Š0.439
Suppressed:
S-0.661
๋งˆ๋‹ค-0.518
๐Ÿ˜ž-0.488
๐Ÿ˜”-0.461
๐Ÿ˜ฉ-0.444