You're right and the author's note is wrong. Joint Normality of a random vector implies component-wise Normality, but not the other way around, so it's a strong

You're right and the author's note is wrong. Joint Normality of a random vector implies component-wise Normality, but not the other way around, so it's a stronger condition.