Shading and extended photoperiods cause exaggerated stem elongation (ESE) in soybean, reducing high-density planting yields at high latitudes. This study identifies a plant height gene, PH13, encoding a WD40 protein with three haplotypes. A retrotransposon insertion in haplotype 3 (PH13H3) leads to a truncated protein, reduced interaction with GmCOP1s, STF1/2 accumulation, and shorter plants. PH13H3 shows strong selection at high latitudes. Deleting PH13 and its paralog PHP prevents shade-induced ESE, enabling high-density planting. This clarifies shade resistance and offers solutions for breeding high-yielding soybeans for high-latitude regions.