updated 01/24/2012 AT 1:00 PM ET
•originally published 01/24/2012 AT 2:30 PM ET
Melissa McCarthy wants a second chance to make a good impression on Glenn Close.
The newly-minted Best Supporting Actress nominee joked that she’ll be thinking more carefully about what to say to the Albert Nobbs star – a Best Actress nominee at this year’s Oscars – should they cross paths again at the ceremony.
“I hope I can figure out something else to say to Glenn Close other than ‘Holy s––– you’re Glenn Close,’ ” McCarthy told PEOPLE after getting her Oscar news Tuesday morning. “I just think she makes beautiful, smart, perfect decisions in her characters and roles she plays. She looms very large to me.”
The Bridesmaids star, who won an Emmy earlier this year for Mike & Molly, admits she was flustered when she first encountered Close at the Golden Globes but is planning ahead for Oscar night.