You Do Need power plug adapter while traveling from South Korea to Tokelau.

Here is Why You Need An Adapter

The outlet and plug type used in Tokelau is I and in South Korea is F. This is how they look like.

South Korea

In South Korea, outlets of type F are in use.

Type F

Tokelau

In Tokelau, outlets of type I are in use.

Type I