You should definitely also try the exact original conditions. Think about reducing a tricky bug: you start with the exact input and code that first caused the problem, then try removing constraints to see what preserves the bug.

Ed; I should clarify: you start with whatever big nasty test scenario you need to make sure you can reproduce the effect at all, and only then can you start changing the conditions and be confident you're still measuring the same thing.