Suppose that we have a vector space V, and dual vector space V∗. A choice of a basis e1,…,en for V induces a dual basis f1,…,fn for V∗, determined by the rule fi(ej)=δji, where δji is the Kronecker delta.
Any element a of V or b of V∗ can be written as a linear combination of these basis vectors:
a=∑iaiei and b=∑jbjfj,
and we have b(a)=∑iaibi.
The coefficients of V∗ and basis vectors of V transform the same way (co-variant) (labelled as Sub-script). Coefficients of V and the basis vectors of V* transform the same way (contra-variant) (labelled as Super-Script).
We can deduce how each the contravariant and covariant vectors transform. First,
⎣⎡v1⋮vn⎦⎤=A⎣⎡v1⋮vn⎦⎤
This is the result for Contra-variant (Super_Script).
Any time an index in a formula occurs twice, once as
sub-script and once as super-script, it is implicitly assumed
that we sum over all instances of that index.