He parked the car, a knot forming in his stomach. The familiar landscape of his childhood home offered a sense of grounding. He felt a charge, a surge of purpose. He would be the hero of this chapter.

He offered to mow the lawn, trim the hedges. He spent the afternoon working in the garden, his hands stained with dirt. The physical labor was cathartic, a release of tension. He’d face the challenge.

Later, at dinner, he felt a shared bond. The love and support was real. He would rebuild what was broken. He could do anything.

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
πŸ‘Š0.439
Suppressed:
S-0.661
λ§ˆλ‹€-0.518
😞-0.488
πŸ˜”-0.461
😩-0.444