The only two specialist shops that I know of are the one in Middle Abbey Street and the one in Harcourt Street. However I have no idea of their prices. I guess that there must be more such shops around Dublin too...
You could also try our old friend Reads of Nassau Street. Apart from general stationery, they have some artists materials in the basement - probably not as much as a specialist though.