This song was first uploaded to Niconico Video and has a relatively small viewcount, although it is quite popular in the YouTube fandom, achieving over 700,000 views. The popularity of the video on YouTube was noticed by the composer Fumii, saying she couldn't believe it. Fumii thanks viewers anyway, and as a joke, the Niconico video is tagged as "YouTube Hall of Fame".
As for plot, "Can't I Even Dream?" tells the story of a girl who is dreaming of a perfect man, calling him her charming prince, to rescue her from her sadness and despair.