Everything comes in fours
Almost nothing in botany is this consistent. Count the parts of any flower in this family and you get four sepals, four petals, eight stamens in two rings of four, a stigma divided four ways and an ovary with four chambers. Where other families wander between five and six and sometimes more, this one holds to its number with remarkable discipline.
The other structure worth knowing is less obvious. Between the top of the ovary and the base of the petals there is often a tube, sometimes very long, and it is not a stalk. The ovary is at the bottom of it and the flower is at the top, so what looks like a slender stem carrying a bloom is partly flower already.
In the evening primroses that tube can be inches long, which is not an accident of growth. It is a measuring device, and what it measures is the tongue of the animal the flower is built for.