The 24-year-old took to Twitter to post a crude message about former X Factor star Jake Quickenden, 26, who is also believed to be going into the jungle.
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She wrote: "Jake quickenden going in the jungle!? Phwoar, I'd let him put his penis in so deep he'd need King Arthur to pull it out [sic]."
Her explicit post was met with some criticism, with one user replying: "Good lord, woman. Keeping it classy I see!"
Mum-of-three Josie sent some cryptic messages earlier in the week, revealing she needed her passport for 'the opportunity of a lifetime'.
She could be in luck though, as it's reported Jake could be looking for a bit a romance while down under.
A source told The Sun: "Jake was a big hit on The X Factor and not just because of his voice. He's going to be the male eye candy in the jungle and potential love interest for some of the female stars.
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"Jake's hoping to get at least a modelling deal out of it. Plus, if a jungle relationship comes his way, he wouldn't exactly be discouraging it."
Other stars rumoured to be jointing Jake and Josie include Gemma Collins, Michelle Keegan, Max George, Tom Daley and Mel Sykes.