When risk premiums are large, and money is added to the system, actual risks are reduced at the same time that there is more money seeking returns, which triggers purchases of riskier assets that are offering higher expected returns, driving their prices up and producing a positive wealth effect.
Important point - QE works by reducing RISK PREMIUMS
