Peter Cook was the son of Alexander Edward Cook, a civil servant who was working in colonial Nigeria when Cook was born in 1937. As a young man, Cook had planned to follow in his father's footsteps and become a diplomat, but joked that by the time he was old enough, "Britain had run out of colonies." In later life, he once reflected, "I'd still say yes if the governorship of Bermuda came up."