How to politely distance yourself from toxic friends 

You have to be busy, and really be busy! Try to find something else where you can contribute and spend time doing what you love. Because then, this person cannot legitimately suck your energy and your time, because you are doing other things. Then, they will get bored because they realize you are not going to be able to drop everything to listen to their problems.