By examining lung-infiltrating virus-specific T cells using Nr4a3-Tocky mice during SARS-CoV-2 infection, we identified T-cell dynamics associated with severe pneumonia. This evidence concerns the gene NR4A3 and susceptibility to pneumonia measurement.