Interestingly...from the urban Dictionary...
"A biker is some one who not only owns a motorbike but rides it for pleasure as well as mere transport. They tend to be a friendly bunch but any who crosses them will be "persuaded" not to do so again!"

or

"The fundamental difference between being a biker and owning a motorbike is that the first has some stories to tell. The second has a surrogate penis."