The phrase "go for a walk" is a standard English idiom used to describe the activity of walking for exercise or pleasure. Other prepositions like "on", "at", or "in" do not form the correct idiomatic expression in this context. While the article "a" is missing in the option, it remains the most appropriate choice among the provided prepositions.