Sometimes the basic Gödel sentence is said to mean something like, "This sentence is unprovable in system F." Perhaps more correctly, it is sometimes said to mean something like, "There is a sentence unprovable in system F," with the caveat that that sentence itself turns out to satisfy that very claim.
But the Gödel sentence isn't absolutely unprovable, is it? Because we will note that it can be proven in a higher system; it's just that the higher system will go on to have its own Gödel sentence, and so on and on. If a Gödel sentence were really supposed to be self-referential, wouldn't it be doubly so, as something like both, "I am unprovable in system F," but also, "I am provable in system F+"?
C.f. what the SEP article on the incompleteness theorems says:
In the section on diagonalization and "self-reference": It is often said that given a property denoted by A(x), the sentence D is a self-referential sentence which “says of itself” that it has the property A. Such figures of speech may be heuristically useful, but they are also easily misleading and suggest too much.
In the next section: In informal explanations of the first incompleteness theorem, it is often said that the Gödel sentence GF “says of itself that it is not provable”. Such imprecise statements, however, should be taken at least with a grain of salt. There are a number of reasons to conclude that, at least in general, Gödel sentences do not really say anything substantial about themselves (Milne 2007 is a careful analysis of such issues); for example, as was previously noted in the case of the Diagonalization Lemma, one is usually operating here with mere material equivalences.
In a much later section: Heuristically, one may view the Gödel sentence GF as expressing its own unprovability—saying “I am not provable”—though, as was already emphasized, such claims should be taken with a grain of salt. Leon Henkin put forward the question whether the sentence expressing its own provability (“I am provable”) is true or false, and provable or not (Henkin 1952). Georg Kreisel soon pointed out that this depends vitally on how provability is expressed; with different choices, one gets opposite answers (Kreisel 1953).