Jeff Goldblum and Brian Stokes Mitchell were recently cast as Rachel Berry's gay adoptive fathers Hiram and LeRoy Berry.
On Thursday (January 19), Michele tweeted a photograph of her with Goldblum and Mitchell on the set of the Fox series.
"Dads:)" she wrote.
The pair will first appear in the Valentine's Day episode of Glee.
Michele was recently named a Candie's spokesperson, replacing Vanessa Hudgens.
Glee continues Tuesdays at 8pm on Fox.
Watch a video preview of Glee's Michael Jackson episode below: