From as young as 4, children see males as more powerful than females. As early as 4 years old, children associate power and masculinity, even in countries considered to be more egalitarian like Norway. Researchers also show that in some situations the power-masculinity association does not manifest in girls. Source 1w.
I would agree with you that society does tend to give power to guys more often then girls, and changes are being made slowly.