It seems it can easily been overlooked.
I found one half in the decoration of the wild garden and the other half in the head grafic (where flowergame is written in) - two tiny scrolls with a red heart
Yes it does seem like the second half is found in different places. I just can't think of anywhere else to go.
EDIT. I logged out and in again and found it right away.