That is correct, a 1000 watt amp would be 2 times as loud as a 100 watt amp. A 10000 watt amps would be 4 times as loud as a 100 watt amp.
Doubling the wattage results in a 3 dB increase in volume, which is typically thought of as the smallest amount of sound that is considered noticeable.
