OK.  [DISCLAIMER] - This shouldn't be destructive or anything like that, but I held no responsibility  if you follow these steps, afterall you're following a "guide" from a guy off the Internet, this is your decision. 
 I'll try to explain the best I can.
Well, Not sure if you're familiar with linux, but shouldn't be that hard.  First download a linux distro.  For this you can use Linux Mint.
It will be more user friendly.
mint cinammon edition: 
https://www.linuxmint.com/edition.php?id=281 (choose a mirror according to your location)  
---------------------PART 1------------------------------------------------------------------------------------------------------------------------------
After downloading, make the ISO a bootable USB, You can use unetbootin, balena etcher or rufus on Windows, rufus and balena etcher worked better for me.
1. Boot the PC with USB of course.
2. Log in and fireup a console and escalate to root privileges:  'sudo -s' [ENTER]
3. fdisk -l to list your disks info.  This is just to identify the partition with eve's root partition.  Should be /dev/sda[5] the one labeled as LVM.
Device     Boot    Start       End   Sectors   Size Id Type
/dev/sda1  *        2048   1953791   1951744   953M 83 Linux
/dev/sda2        1953792  17577983  15624192   7.5G 82 Linux swap / Solaris
/dev/sda3       17580030 937701375 920121346 438.8G  5 Extended
/dev/sda5       17580032 937701375 920121344 438.8G 8e Linux LVM  <---- This is usually the case for most eve installations
4. After identifying the root (/) partition of your eve server and we need to mount it.  
     Go to root (/) and create a folder to mount it first:  'cd /'  (This is the live USB root folder)
     'mkdir everoot'  [ENTER]
     'mount /dev/sda5  everoot'  [ENTER]
5. At this point the eve root partition should be mounted. Access this folder and list the contents:  'cd /everoot'  [ENTER],  'ls -lh' [ENTER]
If you see 'opt, bin, sbin, etc, home' , then you're golden.
NOTE: Type always the full path when copying, moving, opening files etc.  This will prevent confusion between the live usb root folder and the 'everoot' mount.
root@eve-ng-srv:/everoot# ls
bin   home            lib32       mnt   run   tmp      vmlinuz.old
boot  initrd.img      lib64       opt   sbin  usr
dev   initrd.img.old  lost+found  proc  srv   var
etc   lib             media       root  sys   vmlinuz
6. Now it is a matter of editing the 'passwd' file.  This file contains the systems pass and userinfo.  So before and just in case, make a backup:  'cp /everoot/etc/passwd  /everoot/etc/passwd.bak'
7. List the content of the passwd file with cat.  'cat passwd'.  Look for the line containing root(should be one of the first ones):  'root:

:0:0:root:/root:/bin/bash'<---------
Hint, cat will output all the contents, so scroll back up the console to search upwards.
You will notice an "x" right after 'root:'.  That is what we need to edit.  
8. Fire up nano (text editor), and edit the file:  nano /everoot/etc/passwd.
change the line:   'root:

:0:0:root:/root:/bin/bash'  (remove the "x")
to:   root::0:0:root:/root:/bin/bash
Then CRTL^X to Exit and hit "Y" when prompted.  Save modified buffer (ANSWERING "No" WILL DESTROY CHANGES) ?
[ENTER] to confirm.
If everthing went OK so far.  You 're good to go, you just changed the root account to be accessed without a password or 'blank'.
You can reboot the machine at this point, but there are a few more steps that need to be performed on eve once you login.  
DO NOT change the password YET!  Read PART 2
------------PART 2------------------------------------------------------------------------------------------------------------------
1. Log in with root, when prompted for a password just hit [ENTER]
Remembered the "X" you removed from the passwd file?  Well in that line, after the username between the first '::', that is the placeholder for an actual password or an X which tells the system to store 
the password encrypted in another file called 'shadow'. We removed the X, telling the system to use a 'blank' password.  But if you leave that as it is and create a new password, the password will be stored
directly within this file, and we don't want that.  So before creating the new password, we just insert the 'x' back.  But since we made a backup, lets just replace the file with the backup one.
2. Replace the passwd file with the backup you made earlier.  'cp /etc/passwd.bak /etc/passwd' and display the contents to make sure line is back to normal: root:

:0:0:root:/root:/bin/bash
3. Create a new password  'passwd'  [ENTER]
Enter new UNIX password: eve
Retype new UNIX password: eve
4.  Log out and log in again.
This may seen as a long post, and c'mon, the passwd is 'eve', this is just for labs, etc, but this method will work for almost if not every linux distro.  Even many linux based software from many vendors, including VMWARE, Cisco, etc.  So I hope you learnt something and this is helpful.