The Storage Hunters UK regular - real name Colin Newell - hasn't been quiet about his feelings for the Playboy model.
Although with his voice, it's hard to be quiet about anything...
Yesterday in the house, TOWIE's Lewis Bloor and Ex On the Beach's Stephen Bear gave Heavy some tips on how to win her over.
"With the girls you have to make them feel like they've achieved something, if you give it to them on a plate they ain't going to want to know," Stephen suggested.
He added: "Ask her open ended questions, don't ask her yes or no questions, which will allow her to go and talk."
Later, Stephen 'helped' Heavy with a poem for Chloe, although his suggestion about 'giving her your D' didn't make it.
Heavy said of his work:"We'll see what happens, whatever, happened, I'll put it out there from the heart"
And here is Heavy's poem in full...
I know I laugh and I may jest,
But there is something I must confess
It's not that you have a rather large chest,
But it's that you are a princess
In the morning you give me the horn,
When you prance 'round like a unicorn
I met you in CBB,
And since then I've been very hap-py
He told Chloe: "That was from the heart."
However she didn't seem to be taking all too seriously, laughing and clapping after Heavy's work of art.
Celebrity Big Brother continues nightly on Channel 5.