If I want (which I don't in general!) Google to serve me location specific results I will just enter the desired location into Google Maps along with the keywords.

No need to be tracked for that all day and possibly get implicated into random crimes because I happened to be near them.

That's an insanely disproportionate cost compared to the effort it spares of having to enter a location into Maps once every few weeks.