Of course this happens, don't see any XJRs before I bought mine,
It's more like you start seeing them because you own one. Neither the Aerio nor the C30 are particularly popular cars, but as soon as I bought mine, I saw them everywhere.
(Yes, the XJR is a much rarer beast, but the principle still applies.)