These peaks are from spurs of the SI5351 output so they move with the IF frequency and happen at 1kHz intervals.
You see them (although lower) also for the 8kHz and 12kHz harmonics of the IF
The lower the output frequency, the lower these spurs (I hope)
The temperature of the SI5351 is also expected to have an impact