 Federley joined the Centre Party Youth during the 1994 election, and started a local branch of the organization together with a friend.A year and a half later he became vice chairman of the Centre Party Youth Västmanland district, and the following year chairman of the district (a post he kept until October 2000).In the 1998 election he was elected a member of the municipal council in Kungsör.