Somebody I know also had this issue at one point. In his case it was girlfriend which also used his account (but apparently without creating playlists or hearting anything, idk).
I think song/album radio is not exactly based on your taste, but on what spotify considers similar.
Try making a playlist with your favorite songs and press "enhance" or "playlist radio" to see recommendations based on that context.