What does it mean to be politically stable?

In short, political stability means a long-term consistency of government. Laws remain unchanged, there are scheduled elections resulting in a peaceful transition of power. While political stability can be achieved and maintained by force of arms (Nazi Germany, USSR under Stalin, or China under Mao Tse Tung), that sort of stability is artificial, and typically disappears when the dictator is deposed, killed, or dies.