Why does Junior throw his geometry book? What does it signify?

Junior saw Agnes Adams, his mother, written in the geometry book. The reaction of throwing down the book signifies his nihilistic outlook on life, springing from the epiphany that his community is hopelessly oppressed by poverty.

he will find out what went wrong or happened and how.

people wont do this for 10 points you need at least 50