Using cytomegalovirus (CMV) and rheumatoid arthritis (RA) as models of chronic immune activation, we performed high‐dimensional mass cytometry and functional assays to define their impact on CD4+ T cells. Here, CD4 is linked to rheumatoid arthritis.