The singer, who has previously admitted she is a fan of Robinson, said that his stage shows and humour make her "happy".
When asked which of the current contestants she would like to work with, Lloyd told Digital Spy: "Johnny. I love a bit of Johnny, me.
"I've never seen someone on the TV come across as nice and genuine as Johnny does. I love his attitude and the way he is so quick and on his feet.
"He knows what he is doing and he just makes everyone smile. He makes me feel really happy and that's why I'd love to do stuff with him. I'd actually like to take him on tour with me."
Describing what a Cher Lloyd featuring Johnny Robinson track would sound like, Lloyd said: "Very camp and over the top. It'd be as if a firework had just gone off.
"I'm not saying it's ever going to happen, but that's just my little dream world. I get too over-excited!"
The 18-year-old has also claimed that she loves the public having an opinion of her and wants people to either "love" or "despise" her.
Cher Lloyd's new single 'With Ur Love' is available to download now, while her debut album Sticks + Stones will be released on November 7.
> Cher Lloyd interview: 'I won't let myself be a one-hit wonder'
Watch the music video for Cher Lloyd's 'With Ur Love' below: