Living in a densely populated city like LA just compounds the loneliness as you are constantly surrounded by happy people and groups of friends/family. I went through it myself for a few years. The best thing i did was to go find a random spot to eat out. Eating alone used to be really hard for me, but i got over it and i would come home feeling 100% better mood.