@Reav3 'I think we are pretty aligned that her fantasy is that of a Assassin and not a Diver.'
I tried to make this clear the first time Eve was remade. Quite a few Eve mains said the same in the far distant days of Season 2. But, sadly, our words weren't heeded.
Don't.
Do not do it again.
The only time Eve has ever been a functional assassin were in the early days of her first remake when people were building the then ungodly powerful Deathfire on her. And it was awful. Heavy burst out of stealth is just terrible to play against and it'll end in Eve getting crushed down into a Skirmisher/Diver hybrid again because that's the only way permanent stealth can pan out without being totally oppressive.
Because lets be clear here, that's what Eve has always been if we're using the modern terms. The original Eve had a spammy single (two, technically) target nuke with low damage and lower cooldown, a stronger nuke that shredded flat resist, CC out of stealth, and an Ult that gave her a massive IAS/Move speed buff along with a large heal on takedowns. Her burst damage was awful. Her sustained damage fell somewhere between Xin and Yi. Why is that important? Because strong sustained damage gives you more time to react than getting popped in a quarter second does.
Once the dust settled on her remake (read: nerfs for years) Eve's role really hadn't changed. Her ability to sustain through fights took a boot to the cooter, but her ability to break focus with her W made up for it. She has the same in and out gimmick of an assassin, but without the benefit of moveblocks and on-demand tactical stealth of the true assassins.
That should continue to be the case.
Eve should still be able to eat hits and dart out of a fight without fancy displacement skills and invisibility. She should be using her invisibility to get into battles, not out of them. She should still be focused primarily on strong sustained damage to resolve her from the other melee guys who uses stealth to enter fights. Because let me be absolutely clear here. Riot already tried to turn Eve into a Burst Assassin. It was terrible. It'll still be terrible.
Don't.
Do not do it again.