Hi !!!
Actually I dislike all the form of this name:
Eva,
Eve,
Evie.
Eevee is totally tied with the Pokémon so I can't see it as a form of
Eva.
I like the sound but I prefer a similar-sounding masculine name which is
Yves.
Personal Name Lists
https://www.behindthename.com/pnl/125456