Whenever the seed does not contain the examples of a certain cluster that is representative of a group of examples in the data, the learner may become overconfident about the class membership of this cluster (particularly if it lies far from the decision boundary).
the learner spends a lot of time exploring one region of the instance space at the expense of missing another.