Question: linearly independent vectors that are not orthogonal?
Answer: A set of vectors is linearly independent if none of the vectors are a linear combination of one another. If you were to put the vectors into the matrix A and set up the equation Ax = 0, then x would only yield the trivial solution (zero). Two vectors are orthogonal to one another if their dot product is zero.