Would it be a faulty fuel pump?

There maybe some moisture in your fuel tank. Once I sent my wife's BMW to a mechanic, paid $500+ for a new oxygen sensor and tune up that did not fix the problem similar to yours, a bottle of $15 Fuel System Treatment did the work.

Good luck.