The loved-up couple visited the swish May Fair Hotel in London during the weekend, which is where they enjoyed getting to know each other for the first time last month.
Declaring her love for the nightclub entrepreneur, Chloe tweeted a picture of them both cuddling each other in the hotel's fancy bar.
Alongside the photo, Chloe commented: "Me and my boo.. Met here @TheMayFairHotel for our first date pre drinks 7 weeks ago ♥ @TheJoeFournier #love."
Although it is only early days in their relationship, it's fair to say Chloe and Joe look blissfully happy in the snap!
The couple have enjoyed a string of dates together during their romance and, last week, Chloe declared that Joe was "hers to keep" after sharing a picture of them kissing.
All-loved up! Check out more snaps of Chloe and Joe:
Copyright: Rex Features Richard Barker
Check out the best bits of the last series of TOWIE in the video below (warning: contains swearing).