When I try to use type bigint and @GeneratedValue together, generated value is converted to integer.

See PHP documentation http://php.net/manual/en/language.types.array.php

Strings containing valid integers will be cast to the integer type. E.g. the key "8" will actually be stored under 8. On the other hand "08" will not be cast, as it isn't a valid decimal integer.