The organization of immune cells in human tumors is not well understood. Immunogenic tumors harbor spatially-localized multicellular 'immunity hubs' defined by expression of the T cell-attracting chemokinesCXCL10/11and abundant T cells. Here, we examined immunity hubs in human pre-immunotherapy lung cancer specimens, and found that they were favorably associated with response to PD1-blockade. Immunity hubs were enriched for many interferon-stimulated genes, T cells in multiple differentiation states, andCXCL9/10/11+ macrophages that preferentially interact with CD8 T cells. Critically, we discovered the stem-immunity hub, a subtype of immunity hub that was strongly associated with favorable PD1-blockade outcomes, distinct from mature tertiary lymphoid structures, and enriched for stem-like TCF7+PD1+ CD8 T cells and activatedCCR7+LAMP3+ dendritic cells, as well as chemokines that organize these cells. These results elucidate the spatial organization of the human intratumoral immune response and its relevance to patient immunotherapy outcomes.