The 30-year-old was eliminated from the competition after a lip sync battle with Bimini Bon Boulash where both queens had to perform to Relax by Frankie Goes to Hollywood.
While fans got to see Joe in some pretty sassy looks for the first episode, she has revealed a moment between her and guest judge Elizabeth Hurley that didn't make it to the screen.
Viewers saw the British actress join Michelle Visage, Graham Norton and Mamma Ru on the panel last night.
But, what they didn't see, says Joe, is a very "iconic" moment which took place between the two of them.
When asked if there was anything that didn't make it to the first episode, she said, "There is one, and I say this because I wanted to use it on a poster, but it didn't get used so I'm not sure. Technically I could pop up on a poster.
"There's a moment when Elizabeth Hurley - you know, camp icon, loved her in Bedazzled - where she said, 'Darling, on my notes I've written...' then she looks down, she looks up, she looks down and she goes, 'SCARY!' And I say, 'Yes it's true!' I really wish that had made the cut, because I wanted it [to be] on posters in giant letters: 'Scary – Elizabeth Hurley!'"
As well as the exchange with Liz, Joe hoped to show viewers more of her fabulous looks for the entire series.
But just because she's out of the competition, it doesn't mean fans won't get to, as Joe has actually shot every themed look for the season.
"With a wonderful photographer called Greg Bailey, we've shot of all of these beautiful images of every every look that I have prepared because it would be a travesty to do all of that work and not show people. The thing I'm most looking forward to is, you know, rather than having them all on the main stage in that setting, they've all got their own beautiful, unique, bespoke sets and locations. So I'm excited to share all that we've worked really hard to make," she said.
So, what was Joe's favourite look?
Without giving too much away, she added: "I can't say what the theme is but I'm going to say episode four! Not that I'll be on the show, but around then I'll drop something!"
We look forward to seeing it.
New episode of RuPaul's Drag Race UK are available to stream on BBC iPlayer on Thursdays from 7pm. If you’re looking for more to watch, check out our TV Guide.