Tissue-resident memory T (T_RM) cells provide key adaptive immune responses in infection, cancer, and autoimmunity. However, transcriptional heterogeneity of human intestinal T_RM cells remains undefined. Here, we investigate transcriptional and functional heterogeneity of human T_RM cells through study of donor-derived T_RM cells from intestinal transplant recipients. Single-cell transcriptional profiling identifies two transcriptional states of CD8⁺ T_RM cells, delineated by ITGAE and ITGB2 expression. We define a transcriptional signature discriminating these populations, including differential expression of cytotoxicity- and residency-associated genes. Flow cytometry of recipient-derived cells infiltrating the graft, and lymphocytes from healthy gut, confirm these CD8⁺ T_RM phenotypes. CD8⁺ CD69⁺CD103⁺ T_RM cells produce interleukin-2 (IL-2) and demonstrate greater polyfunctional cytokine production, whereas β2-integrin⁺CD69⁺CD103⁻ T_RM cells have higher granzyme expression. Analysis of intestinal CD4⁺ T cells identifies several parallels, including a β2-integrin⁺ population. Together, these results describe the transcriptional, phenotypic, and functional heterogeneity of human intestinal CD4⁺ and CD8⁺ T_RM cells.