If I needed to take my kids across state lines, would that hurt my case later if we were to get a divorce and for custody?

It depends if there is a current court case that has automatic statutory restraining orders. If you have a final order or judgment then it would need to be reviewed to answer your question. If there is no family law case or divorce case pending, you can probably move with the children out of state.