>I just didn't realize that being a beginner in a particular field of study was a bad thing or something to be frowned upon.

It isn't really. Novice, for example, doesn't have negative connotations. The other thing sophomores have going for them is that they're typically teenagers or barely not, and an adult not having grown up generally does have negative connotations.