Rising interest rates are considered bad for stocks because they raise the cost of doing business and depress corporate earnings and because higher yields make bonds relatively more attractive than stocks to investors.
Lower interest rates are usually considered good for stocks because they lower the cost of borrowing and make bonds a less attractive alternative investment.