Podcast App playing random podcasts

I am having an issue with Apple Podcasts playing a random Podcast, that I am not subscribed to or have ever liked or followed. If I don't put anything in my queue or am ready to play a different podcast once the current episode if finished, it will automatically play a random show in the middle of an episode. It is very aggravating and I need to know how to make this stop.