Gossard said that "not a lot of people thought ["Alive"] was a great single when we released it..I don't think that the record company thought it was a slam-dunk.
Steve Huey of Allmusic said that while "Alive" has a "big, stadium-ready chorus," it also is "subtler, less macho, and less grandiose than true arena rock."