Special affection for someone (4,4)
I believe the answer is:
soft spot
(Other definitions for soft spot that I've seen before include "Affectionate weakness for (someone/something)" , "Emotional susceptibility" , "showing fondness" , "Sentimental affection" , "Sentimental fondness" .)