OK, I will bite on this one.
Suppose you have a quantum mechanical model with a metastable state: it is a local but not a global minimum of the potential. If your wavefunction is initially approximately localized near this so-called "false" vacuum, it will tunnel to the true vacuum sooner or later. This is a probabilistic event, the rate per unit time depends on details of the potential barrier, but if you wait long enough you'll eventually find yourself in the true vacuum.
In field theory this is slightly more complicated because you have to take into account the spatial dependence of the process. Suppose you start in the false vacuum everywhere, then there will be some probability amplitude anywhere in space to tunnel to the true vacuum, exactly as in quantum mechanics. This will result in formation of bubbles of true vacuum suspended in the false vacuum.
The fate of these bubbles depends on their size. The energetics of this is as follows: you gain energy by converting volume from false to true vacuum, but you lose energy because the surface of the bubble has surface tension (in other words interpolating from true to false vacuum costs some gradient energy). So, in flat space bubbles large enough expand out, percolate and eventually eat out the false vacuum, and small bubbles shrink and die. The calculation of tunnelling probability is explained by this classic Coleman paper.
Now, enter gravity. This is not only a quantum gravity process, it is a non-perturbative quantum gravity process, so in all honesty we do not know how to calculate anything about it with complete confidence. But for some intents and purposes, the extent of which is not entirely clear to anyone, you can use semi-classical methods. The standard reference for how to calculate this process semi-classically is this beautiful paper by Coleman and de Luccia.
The value of the potential at the minimum acts as a cosmological constant, so your intuition is that if two local minima exist with different cosmological constants, the higher one is metastable, it decays to the lower one. But this is not correct:
Relevant to your question is repeating the above energetics analysis. You still have volume versus surface competition, but now they are calculated in curved rather than flat spacetime, because you have to include backreaction on the geometry. This makes all the difference in the world: in flat space volume always scales faster than surface, so large enough bubbles always want to expand, resulting in complete conversion of false into true vacuum. Once we take curved spacetime effects into account you compare volume in one geometry to surface in another, and all kinds of things can happen; the detailed picture is quite complicated. In particular, it is no longer always true that the false vacuum necessarily is converted into true vacuum! In other words, some expected decays (for example decays into negative cosmological constant) do not actually happen once you take gravitational effects into account.
For more details I recommend you immerse yourself in these papers, they are beautiful and are known for their style as well as their content. I also have to apologize for not referring directly to string theory. None of this has to do directly with string theory, only with expectations we have from the semi-classical theory.
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