Why Are Penn Station and Union Station Such Common Names for Major Train Stations?: A Complete Guide It is not unusual for anyone who takes a long distance train in the United States or anywhere else to observe a strange trend in the names of railway stations upon arrival. One may be dropped off at a "Penn Station" in New York, Baltimore, or Newark, but when arriving in Washington D.C., Los Angeles, and Chicago, the destination becomes "Union Station." The naming conventions