Pemu - [Error 8] %1 is not a valid Win32 application

Problem Scenario:
You are receiving the error message [Error 8] %1 is not a valid Win32 application for Pemu on Windows 7 32-bit.

Resolution:
Specify WinXP-SP3 as the compatibility mode for pemuwrapper.exe.