Self Denial, the Cross, and Following Jesus

Almost all Christians must have heard at least more than once sermons that encourage them to deny themselves, take up their cross, and follow Jesus as both a commandment and a promise that they would experience peace, joy, and ultimately a more fulfilling Christian life. Is this what Jesus had in mind when he spoke these words?