The answer, as in most cases: depends on .
What does it mean to do it static? Effectively this means that all instances use the same value for this field.
In most cases, an immutable object can be accessed by all instances without problems. As in this case, it makes sense to make it static, since you want all instances of your class to use the same value for this field.
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private final Object lock = new Object();
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