It's your arm, but more poetic. Think less "brb, gym" and more "manggagawa, akayin ang masa sa tagumpay." It's the symbol of labor, strength, and collective action. When someone says "lakas-bisig," they're talking about manpower, the kind that built civilizations (or at least, that SM mall down the street).