When you explore the map with your character, you can observe various arrow signs pointing in a different directions. These arrow signs not only lead you to the next level but also guides you in the direction of bonuses. Sometimes it’s confusing to find bonuses while following the sign. So, I suggest that go in the opposite direction to which the arrow points.