Explain the concept of quantum entanglement and Bell's Theorem to an audience of mathematicians familiar with linear algebra but not quantum mechanics. Do not use pop-culture analogies like spinning coins. Instead, use rigorous geometric analogies involving vector spaces, linear transformations, and basis states. Conclude the explanation by discussing the philosophical implications of non-locality on the concept of realism.