It really depends on your faction and situation. Chivalry is way to go for governors and generals who are leading infantry (read: troops that don’t depend on a devastating charge to win battles), while dread will serve a heavy cavalry force far better than chivalry.

Basically, I develop whichever ‘side’ the general begins with the most points in, going with chivalry if they start off neutral.