Geneviève graduated from the Royal Ballet School of Antwerp in 1996, after which she joined the Royal Ballet of Flanders, where she was promoted to soloist very quickly. She continued her career at Les Ballets de Montes Carlo where she danced numerous large ballets such as Enemy In the Figure (William Forsythe) Bella Figura (Jiri Kilian) Romeo and Juliette (Jean-Christophe Maillot). In 2004 she returned to the Royal Ballet of Flanders. She was Principal dancer and danced many leading roles such as the good fairy in Sleeping Beauty and the leading role in Swan Lake (Marcia Haydee), New Sleep (William Forsythe), Gray Area (David Dawson) and Herman Shmermann (William Forsythe). She also worked with William Forsythe.