Baby Genius by Eels is a contemplative song that delves into themes of innocence, potential, and the burden of expectations. The song reflects on the purity and untapped potential of a child prodigy, while also alluding to the pressures and challenges that come with genius. The repeated phrase 'Baby Genius' highlights both admiration and concern for the subject of the song. Key poignant moments include the juxtaposition of hope and the inevitable loss of innocence.