Last night, Louise's former Eternal bandmates appeared on the ITV2 show and discussed the highs and lows of their 90s pop career.
Louise is not joining the girls as they reunite however, after old footage of her was shown on The Big Reunion, fans took to Twitter asking her to complete the original lineup once more.
Referring to Louise's solo single 'Let's Go Round Again', one fan said: "You know you want to... Let's go round again... With the girls one last time ... X."
Another tweeted: "Come back Louise #EternalReunion2014."
Although she didn't rule out a comeback directly, Louise thanked her fans but hinted that she will not be joining Kelle Bryan and sisters Vernie and Easther Bennett.
Louise tweeted: "Hi guys some really lovely tweets tonight thank you and good luck to @EternalReunion x."
She may not be joining the girls, but this isn't the first time Louise has reached out to Eternal regarding The Big Reunion.
Last month, Eternal revealed that Louise had phoned them to personally wish them luck.
The Big Reunion 2014: Then and now
Copyright: Rex Features
Watch Eternal's video for 'Stay':