Chelsea Boy" is a type. Nice looking, good bod, groomed and manicured and resides in the Chelsea section of Manhattan. Things he deems most important are working out, partying and his looks. The homosexual form of a heterosexual "bro."
He was the quintessential Chelsea Boy.