It is known that a dot product is a scalar, but a cross product is a vector.
Dot product: $$ A \cdot B \in \mathbb{R} $$
$$ A \cdot B = |A||B| \cos\theta $$
$$ A \cdot B = A_xB_x + A_yB_y + A_zB_z $$
Cross product: $$ A \times B \in \mathbb{R}^3 $$
$$ \| A \times B \| = |A||B|\sin\theta $$
$$ A \times B = \begin{vmatrix} \mathbf{i} & \mathbf{j} & \mathbf{k} \\ \ A_x & A_y & A_z \\ \ B_x & B_y & B_z \\ \end{vmatrix} $$
$$ A \times B = (A_yB_z-A_zB_y)\mathbf{i} + (A_zB_x - A_xB_z)\mathbf{j} + (A_xB_y - A_yB_x)\mathbf{k} $$
It is known that the dot product results in a scalar, and the cross product results in a vector. Why does one have direction, and the other does not, and why are they calculated differently?