In many cases, the Treasury will get preferred or convertible preferred stock for the money it gives to banks. These shares typically don't have voting rights, possibly to give more of a hands-off appearance to the government.
After all, as a taxpayer, if I'm acting as the insurer against losses, I should have the right to say what risks the insured can take.