Linear distance is basically the distance between two defined points. Think of two pins on a map, and a string being strung from both heads, where the string would follow from one point to another in a perfect line. Hence, linear.
Not sure if I am with you, but distance is just the length of the space between two points, usually in a straight line but it can be via some other path to be defined.