The British boy band secured their own US reality show with E! earlier this year in an attempt to crack the American market, but while Tom is backing a second series, some of his band mates are not in favour of a follow-up.
Tom and Nathan, along with Max George, Siva Kaneswaran and Jay McGuiness stayed in a seven bedroom Hollywood mansion, where they gave fans a behind-the-scenes look at their pop star lifestyle while recording their new album.
Tom, who revealed that the boys are now in talks to do a second series, told The Mirror: "A few of the boys didn't want to do another series, but I think it's good for us, it's great exposure."
Tom has high hopes that it will get the go-ahead, saying he doesn't want the band to be "forgotten about."
Meanwhile Nathan, who had to take a temporary hiatus from the band after undergoing throat surgery to fix a haemorrhaging nodule in April, admitted that he was "scared" of the public's opinion.
The Wanted Life, produced by Ryan Seacrest, premiered in the US in June and made its UK debut this week.