I can prove that the set of symmetric positive-definite matrices with trace $1$ in the space of all symmetric matrices is convex, because $a A + (1-a) B$ is also symmetric positive-definite with trace $1$ when $A, B$ are so and $a\in [0,1]$.
But I have no idea about whether this set is strictly convex and how to prove that.