ESP32-S2 RTC-GPIOs do not all work as expected

@gilschultz
the schematic is very simple: it is a bare LOLIN S2-mini board: [S2 mini — WEMOS documentation]
And I'm probing the GPIO voltage with a multimeter.
There is no additional HW wired to the GPIOs on the board...
I'running this (stripped) code:

#include <driver/rtc_io.h>

void setup() {
  esp_sleep_pd_config(ESP_PD_DOMAIN_RTC_PERIPH, ESP_PD_OPTION_ON);
  // sample pins
  gpio_pullup_en(GPIO_NUM_16);  // no effect
  gpio_pullup_en(GPIO_NUM_18);  // OK -> GPIO18 = 3V3
  gpio_pullup_en(GPIO_NUM_8);   // no effect
  gpio_pullup_en(GPIO_NUM_10);  // no effect

  delay(10);
  esp_deep_sleep_start();

}

void loop() {
  // put your main code here, to run repeatedly:

}