This is one of the most frequently asked question by most of the developers.
Can I install Windows Phone 8 SDK on 32 bit Windows 8 machine?
The simple answer is no.
The Windows Phone 8 SDK is supported on Windows 8 64 bit (x64) client versions.
Know more about the Windows Phone 8 SDK prerequisites here