Made In Chelsea star Ollie openly admitted his feelings for Sam two weeks ago, although last week he was upset over Sam's "dismissal" of a potential romance.
But as part of yesterday's Last Chance Saloon task, the celebrities were asked burning questions by their fellow housemates and members of the public.
In scenes yet to be aired, Ollie couldn't help but gush about TOWIE star Sam when he was told to list her best three qualities.
"I think she looks more beautiful without make up on," said Ollie. "I had different perceptions of Sam when I came in here and she's proved me in a very different way, in a good way. And the fact that she's not like most reality people that I know."
When asked if he wants to date Sam on the outside, a shy Ollie responded: "Given the opportunity, I would certianly take her out for dinners."
Meanwhile, Sam was also asked about what will happen between herself and Ollie after the show ends.
Minnies Boutique owner Sam said: "Ideally it would be nice to spend time with Ollie outside the house without a million cameras being everywhere. I don't know what would happen from that or how it would progress because we haven't spoken about that."
Tonight's episode of CBB will be the last chance to catch up with Sam, Ollie, Dappy, Jim Davidson, Luisa Zissman and Casey Batchelor before tomorrow night's final, when the viewers' favourites will be revealed and a winner will be crowned!
Celebrity Big Brother continues tonight at 9pm on Channel 5.
Who do you want to win CBB? Tell us below, as the best comment from across the website each week wins £50!
Check out the full line-up and evicted housemates so far:
Copyright: Channel 5