The question is made most difficult since the example photograph suggests that you are after a classical landscape photograph look, with dramatic side-lighting. So if that is the goal of the photo it is perplexing how one might reach that goal without the side-lighting.
Shooting at mid-day is not the problem, I think. You just need to be clearer about your goals for the image.
--Darin
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