I deal with this same issue on my sites. I've read this advice a number of times: "optimize for the user first and the search engines second," and I think this is wise. My advice would be to try to get that exact match somewhere in your titles, URL, maybe in a heading here or there, but don't do it at the expense of making your copy sound weird.
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RE: Optimising for a specific location