Linear dependence in a vector space occurs when at least one vector in a set can be expressed as a linear combination of the others, indicating that the vectors are not linearly independent. This concept is crucial for understanding the dimensions of vector spaces and the solutions of linear equations, as it helps identify redundant vectors that do not contribute to the span of the space.