Toast flour in a pan over medium heat, stirring constantly until golden.
Sift flour into large bowl. Add sesame seeds, almonds, sugar, butter, honey (if using), aniseed, cinnamon, and mastic grains. Knead by hand until well combined.
Mound mixture in a pyramid shape on serving plate.
Garnish with slivered almonds. Serve with a spoon.