The key is to stretch the two (green) threads the Open Chain is worked around. In some stitch books the instructions are to leave the two threads loose. This would make it possible to work the stitch in a curve, but it is really a challenge to get the tension right. So for a straight ladder-like line anyway, fix those threads.
Sunday Stitch School Reference Chart