PALM BEACH—A campaign aide confirmed on Thursday that every candidate who wants to be Donald J. Trump’s running mate must also pledge to be his cellmate.

J.D. Vance, Doug Burgum, and Marco Rubio have all committed to joining Trump in prison, with Senator Rubio expressing unbridled enthusiasm at the prospect.