North Woods / Splash News
E! News has learned that the two dropped by Therapy, a popular gay bar in New York City, after the One Direction singer's Saturday Night Live gig.
An eyewitness tells E! News that the two "were having a great time" and "for sure looked like they were a couple. They had a blast."
The two spent most of their time in the restaurant area of the hot spot and only stayed for a short while before heading to their next stop of the evening.
The E! reality star was spotted earlier in the night at Styles' side backstage at SNL.