Trees’ branches grow against the pull of gravity and toward light. Although gravity and light perception have been studied in model species, much is unknown about how trees detect and respond to these signals. Here, we report the identification of a gene ( WEEP ) that controls lateral branch orientations and is directly or indirectly required for gravity responses in trees. Loss or reduction of WEEP expression produced branches that grow outward and downward and did not exhibit normal gravitropism responses when displaced. WEEP is conserved throughout the plant kingdom and may be involved in gravity perception. WEEP may also be a valuable target for breeding or engineering trees with improved shapes for agricultural and landscaping applications. Plant shoots typically grow upward in opposition to the pull of gravity. However, exceptions exist throughout the plant kingdom. Most conspicuous are trees with weeping or pendulous branches. While such trees have long been cultivated and appreciated for their ornamental value, the molecular basis behind the weeping habit is not known. Here, we characterized a weeping tree phenotype in Prunus persica (peach) and identified the underlying genetic mutation using a genomic sequencing approach. Weeping peach tree shoots exhibited a downward elliptical growth pattern and did not exhibit an upward bending in response to 90° reorientation. The causative allele was found to be an uncharacterized gene, Ppa013325 , having a 1.8-Kb deletion spanning the 5′ end. This gene, dubbed WEEP , was predominantly expressed in phloem tissues and encodes a highly conserved 129-amino acid protein containing a sterile alpha motif (SAM) domain. Silencing WEEP in the related tree species Prunus domestica (plum) resulted in more outward, downward, and wandering shoot orientations compared to standard trees, supporting a role for WEEP in directing lateral shoot growth in trees. This previously unknown regulator of branch orientation, which may also be a regulator of gravity perception or response, provides insights into our understanding of how tree branches grow in opposition to gravity and could serve as a critical target for manipulating tree architecture for improved tree shape in agricultural and horticulture applications.