If you are successful as a fugitive I suppose it IS possible. However most (all?) states SOL's stop running during the time you are out of the state so, thoretically, you could return years later,...
If your are detained and questioned by the police as a suspect in a crime, you must be charged with a crime or released. If you are charged, you are Mirandized and arraigned. You wait in jail for a...