SKILL-2: As a guest I can receive the student profile by id

It's to simplify creating common objects for tests.
Invalid instances are test specific, so imho the answer is no ;-)

It should be clearly given in the test to avoid confusions.

The fact is that I have never tried to create invalid object using factory Girl, so not even sure if it's possible (not gonna be saved).