 Petersen was born in Tórshavn.She is the daughter of the editor Georg L. Samuelsen, the sister of the journalist Beate L. Samuelsen, the granddaughter of Prime Minister Andrass Samuelsen, and the niece of the lawyer Trygvi Samuelsen.She comes from an influential family that owned most of the newspaper "Dimmalætting".