It worked ok for me for row 1. Did you remember to make a change to the format?
But if you have multiple rows that should have this, I'd modify Frank's
instructions slightly.
Select B1

(whatever)
And with the activecell B1, use this formula:
=B1=MAX($B1:$D1)
And it'll automatically adjust for the other rows.