I would agree that it sounds like the snubber. Do you have a lot of white powder in the bottom of the base? That would indicate the snubber wearing out. If it is the snubber and you decide to replace it make sure you have the proper tools. Taking the cover off the brake assembly without the correct tools can seriously injure you or worse.
Hey TASII, what tools specifically are you referring to here?