It's a song from a guy's pov. Which you realize by reading the Japanese lyrics where Tsunku uses the male version of "I" ("boku") and not the unisex/general "watashi".
But despite that though. While I get what you mean, in English it really does sound that way. In Japanese? It really doesn't sound too romantic at all. The guy is obviously interested in her but it's really not "all out there" either.
Spoiler: show