For finite-dimensional $V$, your definition of a face is equivalent to the definition of a poonem, according to part (i) of Exercise 7 on page 21 of the book GruenbaumConvex Polytopes by B. Gruenbaum; then the positive answer to your question is part (iii) of Exercise 39 on the same page.