No, removing it would be much more natural. Creating a fake representation of a person's eyes is just so not an acceptable stand-in for that courtesy. But count me among those who get bent out of shape when someone can't stop looking at their phone when having a conversation. It's just rude, and speaks volumes about the person who prioritizes fiddling with their Distraction Device over a brief, focused interaction.
But, of course, IMO and all that. Ironically, as a strong introvert, I would just as soon not have the interaction to begin with, so you'd think I'd love the idea of virtual environments and being spared from "real" eye-contact. But there's something about technology inserting, and in this case asserting, itself in a one-to-one exchange that I find strongly off-putting.