Where does fat go when you eat?

I'm trying to gain weight for a multitude of reasons, and I'm wondering where does it go first? Like does the fat go and add on to your stomach, your arms, thighs, chest? Or is it different for each person? Is a lot of junk food good for gaining weight or are there specific foods I should eat to do this?