Feeling alone

Does anyone else ever feel lonely even tho they know they are not alone? 

I know that there is always someone else who understands or goes through the same things as you do, but why do I still feeling lonely some times? As if there is something missing, something that hasnt even been here in the first place. And yet there are times I wish I were alone. Maybe I just like to be alone sometimes, but not feel lonely.