The current digital architecture is purely mechanical and computers can only mimic the purely mechanical aspects of what we call thinking.

I am going to come down on the side of no, they cannot feel emotions. It is all just a good illusion.

I even wrote a post about that here:

https://steemit.com/steemstem/@procrastilearner/computers-cannot-think-yet