This can be found in the collection of manly hymns, Hymns For Him
Most of the song titles listed on the back of Saint Dude, like this one, are references to older, ancient sheet music songs. While this one isn't an exact reference, it does likely refer to the 1919 song "Meet Me In Bubble Land."
The 1919 song is unabashedly happy (Bubble Land seems to be a happy dream place full of good memories, etc.); saying "Bury Me" there kind of twists that a bit. Wonderful. Beck should write some of these songs, haha.