When you watch Masters of Sex Season 3 Episode 2, you'll see Virginia deicde to keep the baby she conceived with George. Bill doesn't like her decision to keep the baby and tries to function without her. Virginia marries George as a sham to keep the public opinion positive. The book is released and Virginia gives birth to a girl. Bill treats a high profile couple from Iran. He can't have children and knows her marriage will be over.