Team Logo. The New Jersey Cardinals were a team in the New York-Penn League. They were the Short Season-A affiliate of the St. Louis Cardinals. They moved to Pennsylvania and became the State College Spikes. Retrieved from "https://prosportsteams.fandom.com/wiki/New_Jersey_Cardinals?oldid=10419" Categories: Former NYPL Teams Teams in New Jersey Add category Cancel Save Community content is available under CC-BY-SA unless otherwise noted.