Training a Classifier — astronomicAL documentation
The classifier is likely using the labels from the three trained on centre points (which will be labelled as non-Star as this is a one-vs-rest classifier) and labelling the Stars as non-Stars. The branch on the left, which, as you approach the top half of the plot, are majoritively QSOs, is being classed as Stars.