This is a very interesting question. All the time people are asking how to get rid of fat in a specific part of their body, you have the opposite question.
Just like we can't spot reduce fat, we can't "spot gain" fat. Unfortunately genetics determine where you lose the most fat. You can increase your calorie intake to gain some fat, but where you get it is determined by your genetics.