Jeanne looks more annoyed than relieved, probably cause she's a stereotype tsundere and doesn't want to show weakness and she's afraid to go through that loss again.
@yoonicorn it is merely an excerpt from the Book of Madoka: a paragraph explaining the process of apotheosis. Hint: the "it" in the quote isn't referring to any kind of food.