Anxious, like anxiety, implies worrying, or being afraid about something. It means "uneasy" or "apprehensive."
Eager means "enthusiastic."
Examples: I am eager to see Uncle George again.
(I am enthusiastic, positive about it.)
I am anxious about the upcoming layoffs.
(I am uneasy, negative about them.)