"stumble" is right, but the context applies that action to the "pulse" or heartbeat. I imagine the person in context is sobbing so hard that it inhibits their normal breathing and heartrate, causing them to make that sound of sharply sucking in air that people sometimes make when they "trip" over something unexpectedly.
Hope this helps.