Hello Taka To my mind, "deep" acts as a complement, and tells us something about the subject; whereas "deeply" tells us something about the manner of going. Cf. 1.
New words, one handy idiom, and a 2-minute quiz — delivered to your inbox to keep your streak alive.
sorry to be so off-topic.