Venus in the twelfth house places love, pleasure, beauty and creativity in the hidden area of the soul. This is not the simplest placement: it may be hard for the person to openly rejoice, meet people easily, go on dates and celebrations, show sympathy and accept earthly pleasures without inner awkwardness.
Interpretation