"The premise of the video for 'When I Look at You' is to put together the relationships between Miley, the piano, and music, her relationship with Liam, her relationship to the song", Shankman commented, in regards to the video's concept.
V Evropi je pesem "When I Look at You" prišla na triindvajseto mesto belgijske lestvice Belgian Tip Singles Chart (Valonija) in devetinštirideseto mesto švicarske lestvice Swiss Singles Chart.