In Object Mode I sometimes see these black dotted lines starting at some of my objects and ending in some random spot in the space.
What are they, how do I manipulate them, and why?
These are called "Relationship Lines" Normally, they show relationships between an object and its parent, and an object and it constraints. they can be turned off under options (N) display > relationship lines