I really doubt it, but either way, I have no reason to think so. Personally, I remember nothing from before I became conscious (i.e., born), and I don't think I will know anything after I have passed. In any event, I don't even know why a corporeal body would have a soul. I mean, why does a finite, corporeal, physical being supposedly have some immortal component that is neither detectable nor in any way evident?
Now, if we're to say that "soul" is some special talent for something, I think that can be far better explained by way of genetic and environmental factors.