As a Guild Leader, if my guild completely disbands do I still lose all my stone, as in, if everyone including myself leaves?
Not all stones, but the ammount you can carry to a new guild is really, really, low.
Below support 7 I believe you can only carry over a max of 2k stone to another guild, above 7 there is no limit.