Wilco's 'Shake It Off' delves into themes of resilience, self-empowerment, and overcoming adversity. The song encourages listeners to let go of their troubles and negativity, embodying a message of personal strength and optimism. Key moments in the song highlight the importance of shaking off doubts and fears to embrace a more positive and empowered state of being.