In season 5, episode 9 (Baby, It's Cold Outside), Olivia misses a presidential dinner to get an abortion. At this point, we are pretty confident that the child was President Grant's. Olivia is unhappy with her situation at the White House, and ends up in an argument with Fitz.

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