Peter was raised in Bellevue, Washington. He taught himself how to play guitar at the age of 11. His former bands, prior to Candlebox, were Asylum and Toxx Lrae. He joined Candlebox in November 1991 as the lead guitarist. He was one of the last two standing Candlebox members in 1999, when both he and Kevin Martin decided to pursue solo projects.