If you decide to Suck It Up (rolling only one dice against an action that comes before yours in Initiative Order in order to keep your action, rather than abort to a normal defense roll) any penalties you accrue from that 1-die vs. the attack check will act as penalty dice against the action you decided to keep. [1]

Cross-reference

See Currency to understand why that will probably mean bonus dice for your opponent.