Recent studies have advanced our understanding of chromosomal organization and its principal role in gene regulation. However, most analyses have focused on short-range interactions (<2 Mb), limiting insight into broader regulatory architecture. In particular, the relationships between topologically associating domains (TADs), sub-TAD loops, long-range cross-TAD interactions, and higher-order chromosomal compartmentalization remain poorly understood. Here, we identify extensive multi-megabase and interchromosomal interactions (metaloops) in T lymphocytes, which organize into larger meta-TAD associations (metadomains). Metaloops bridge distal promoters and regulatory elements of key T cell-specific genes such as Ctla4, Ikzf2, Il2ra, Ets1, Lef1, Runx1, Bach2, Foxo1 and others, and are both shared and cell type-specific across functionally distinct T cell lineages. Reanalysis of published data confirms the reproducibility of these interactions in both mouse and human T cells and their dependence on superenhancers. Genome-wide clustering of metadomains reveals three interchromosomal hubs with distinct epigenomic profiles, including a superenhancer-enriched hub associated with T cell-specific gene activation. By integrating a compendium of new and public T cell epigenomic data, we infer distinct architectural factors associated with short-range loops and long-range metaloops. Altogether, our study reveals new features of T cell-specific 3D genome organization across scales, and our computational framework is broadly applicable to analyses of chromatin architecture across different cell types and experimental systems.