Larger black holes are colder. The more stuff you throw into it, the colder it gets.
This might seem counterintuitive, because for a familiar system like a balloon filled with gas, adding energy increases the temperature because it increases the kinetic energy of the molecules in the gas. But for a "gas" of astrophysical objects interacting with each other gravitationally, like in a cluster of stars (where the distances between the stars are large enough to justify treating them as "atoms"), adding more energy to the system makes it colder, in the sense that it decreases the average kinetic energy of the stars. This is related to the fact that a satellite in a higher-altitude orbit has more total energy (potential + kinetic) than an equal-mass satellite in a lower-altitude orbit. To move the satellite from a lower circular orbit to a higher one, you have to add energy, and it ends up moving slower.
In other words, the heat capacity of such a system is negative: adding energy makes it colder. Here's a related post:
Explanation for negative specific heat capacities in stars?
As explained in more detail in that post, the temperature of a black hole is $T\propto 1/M$, where $M$ is its mass. This says that a black hole has negative heat capacity: adding more energy (more mass) makes it colder. Conversely, as it gradually loses mass by evaporation, it becomes hotter and hotter, which makes it evaporate faster and faster.
Regarding whether or not the stuff "inside" a black hole can still affect its physical properties, that's a segue to the Black Hole Information Paradox, which still a very active area of (theoretical) research.