You're correct in saying SD
refers to SD #1 and SE
refers to SESD #3. SESD #2 comes into play when SD #1 is not known. We can approximate SD #1 using SD #2. This is what motivates the t-test and t-distribution. When discussing the central limit theorem, though, SD #2 is indeed not relevant.