His heart hammered against his ribs, a frantic drumbeat against the silence that had followed the crash. He knew what had happened before he even saw it. He had a duty.

He shoved open his back door and stepped into the aftermath of the storm. The air smelled of wet earth and broken wood. The gigantic maple lay in splinters across Mr. Abernathyโ€™s fence. A branch had pierced the roof of his shed.

He crossed the property line, calling out. "Mr. Abernathy! Are you alright?" He began to assess the damage, his mind already racing, calculating, planning. He'd grab his chainsaw.

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