Let's try to understand the probability of very large unprimeable numbers. To do so, let's start by looking at how many permutations a number has. If a number has only a single unique digit, it has only one permutation. If it has one digit that isn't the majority digit, it has about $x$ unique permutations, where $x$ is the number of digits. 2 non-majority digits, about $x^2$ unique permutations, and so forth.
Now, let's consider divisibility by different numbers. The main divisibility criteria we need to consider are divisibility by 2, 3, and 5. If the majority digit is 0, 2, 4, 5, 6, or 8, then only permutations ending with the non-majority digit can be prime. If the original number is divisible by three, then all permutations will be divisible by three.
Let's suppose there are $m$ non-majority digits, all of which are 1, 3, 7, or 9, and the number is not divisible by 3. There will be about $x^{m-1}$ unique permutations that are eligible to be prime (end with 1, 3, 7, 9), assuming that the majority digit is 0, 2, 4, 5, 6, or 8.
By the prime number theorem, we expect each of these numbers to be prime with probability about $1/x$. Therefore, the chance that none of them are prime is about
$$(1-1/x)^{x^{m-1}} \approx e^{-x^{m-2}}$$
Note that if $m \ge 4$, this probability is much less than $1/10^x$. But there are only $10^x$ numbers with $x$ digits, so it's unlikely that there are any $x$ digit numbers with $m$ non-majority digits that are unprimeable.
But note that any sequence of $7113-3999=3114$ consecutive numbers must contain at least one number with 4 non-majority digits in the set $\{1, 3, 7, 9\}$ which is not a multiple of 3. The longest sequence of numbers that doesn't have 4 digits in that set is $4000$ through $7110$, and expanding the range to $3999$ to $7113$ avoids the multiples of 3.
That number is overwhelmingly likely to be primeable.
So it's unlikely that there exists a sequence of 3114 unprimeable numbers.
Using the estimate of at most a $e^{-x^2}$ probability of any $x$-digit nonprimeable number with 4 non-majority digits in $\{1, 3, 7, 9\}$ that is not divisible by 3, and using @DanielMathias's search of all numbers with at most 9 digits, we can establish the following heuristic bound on the probability of a length 3114 nonprimeable sequence:
$$ \text{Probability} \le \sum_{x=10}^\infty e^{-x^2} 10^x \le 4 \cdot 10^{-34} $$
Calculation
So there is probably no such sequence.