Main reason - I am making a typing oriented app, and it so TOUGH to type on the emulator as it doesnt take keyboard input. And I felt the options were limited compared to the Android emulator.
Speed yes, but stability? I've never had the Android emulator crash, and haven't heard of (m)any cases of it either.
Also, is the WP8 a simulator or an emulator?