After model Oliver, 25, arrived in the villa on Tuesday night, Josie tweeted: "Im not trying to make anyone jealous here but I had the pleasure of @OliverMaxwellF looking after me at @Lelo_Official @charliesheen launch.
"And I'm not joking he is even better looking in real life @OliverMaxwellF... In real like he's a jaw dropper I was with him last week and wowzer (sic)."
Anyone else a bit jel?!
Unfortunately for Oliver, his time in the villa ended after just one day, when the girls voted unanimously to dump him and save fellow newcomer Troy Frith. The men had just 24 hours to secure their place in the villa by wooing the ladies, and it was Troy that came out on top.
It was Troy's burgeoning bond with Tina Stinnes that led the ladies to save him, as they want to see Tina coupled up. Unfortunately for Oliver, he turned his attentions to Sophie Gradon, but she said she's not ready to date again just yet following her split from Tom Powell.
Leaving, Oliver warned the islanders to keep an eye on Troy, suggesting he'll play games to win.
"I think the islanders need to keep a close watch on Troy and his games because he's smart playing them and one by one, he'll play the girls and cause a big problem," he said.
Love Island continues at 9pm on ITV2