They will pay an additional 0.9% in Medicare tax, and a proposed (additional) 3.8% tax on unearned income (including interest, dividends and capital gains).
Besides dividends and interest, other sources of unearned income include capital gains, gambling winnings, alimony, Social Security payments, pensions and annuities.