The sound of the limb snapping echoed in his ears, a thunderclap in the wake of the actual thunder. He didn't think; he reacted. He grabbed his heavy-duty work gloves and the axe from the shed.

His neighborโ€™s sprawling willow had succumbed to the onslaught, leaving their driveway inaccessible. He marched toward the fallen tree. He was prepared. He was ready to clear the path.

The rain plastered his clothes to his skin. He started chopping at the smaller branches, his muscles beginning to ache. He would stay here, no matter how long it took.

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