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"Show Missing Rows" will work if the value exists within the data (even if it is filtered out), but as you noted if those values aren't present at all in the data set, they won't be displayed (Tableau has no way of knowing all the possible values of a domain -- unless it is something like a date or bin).
What you might try doing, is including a dummy row for each possible value in the domain ("Apple," "Orange," "Banana," and "Strawberry" -- thus 4 dummy rows). Most likely you'll use a Union, depending on your original data source. You can filter the dummy rows out, but if the "Show Missing Rows / Columns" options are used then you should get all values consistently.