The probability density formula for std::exponential_distribution according to cppreference is P(x|λ) = λe^(-λx)
https://en.cppreference.com/w/cpp/numeric/random/exponential_distribution.html
We can see why the numbers generated are smaller on average with a larger λ by plotting it for different values of λ: