>I know there is a condition that a searched word must have at least three characters, but is this condition also applied if I am searching an exact phase in quotes? e.g. "always on top" where the "on" has only two characters.

Yes, because, those two letter words are omitted by SQL Server in the indexing. So, even if I would allow it, no result would be found.