Look under:
Project Menu/Properties/Configuration Properties/General/Output Directory
I think this is to what you are referring.
Also see Project Menu/Properties/Configuration Properties/Debugging/Working Directory
I'm not sure what the exact distinction between those two is, but the latter might let you just specify the directory for the dlls without having to spawn the exe there.