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Try this: When you are on Desktop 2 (or whatever Desktop you want to keep OF on), right click on the OF icon in the dock, click "Options", then click Assign To "This Desktop".

I believe the default is Assign To "None", which will make OF slide over to whatever Desktop it was first opened on.

Hopefully that will work for you.