Asking questions here isn't simple
I left a few comments. Nevertheless, I'm going to take a crack at answering your question. However, you're about to realize that "specific" means both focused (which your question is) and detailed (which your question isn't).
Where will I start?
If you have any visions of Frank Herbert's Arrakis, put them out of your mind right now. Herbert rationalized the ecology of his desert planet (as you find out later in the book series) with the sandworm life cycle, which included a "vector" (the sand trout) that imprisoned the aquifers. If you're into geology and hydrology, what he had was a a verdant planet that had nearly all its water locked up in constrained aquifers. He could therefore justify a fairly complex ecology because life existed before the sandworms remade the planet and that life either died or evolved to live on the resulting world. It's a wonderful and amazing fiction. So...
Assumption #1 I'm going to assume that for the purpose of this question we're going to focus on more-or-less "the truth." You can spice (ha ha) it up later with fanciful worldbuilding.
Assumption #2 Then I'm going to ignore the super earth condition (with the exception of a note, below). We've never seen a super earth. We have no science predicting beyond wild speculation what might be found on a super earth. Unless we consider the comments made by @Sphennings about what would be most likely retained in the atmosphere of a higher gravity planet, the "super earth" condition isn't relevant to the question. A super earth is no more or less realistic than the idea of terraforming Mars such that humans could live on the surface without oxygen masks.
Assumption #3 I'm also going to ignore the habitability question in favor of habitability. In other words, we're going to assume an oxygen-rich atmosphere despite not having the one thing that allows an oxygen-rich atmosphere: water (and the substantial plant life that comes with it). I have no idea where your planet is getting an oxygen atmosphere but, poof, there it is.
So, no global oceans, what does the planet look like?
We need to make some more assumptions:
Assumption #4 The planet is tectonically active, which means there are volcanoes and earthquakes, but since we're assuming habitability, we're going to assume the sulfur and ash from the volcanoes doesn't exist. This is the single most difficult to believe assumption on the list. Volcanoes would periodicaly dump ash and sulfur into the atmosphere, which would mix with the sand storms and never be pulled down into the "soil." The atmosphere should be toxic to humans but, poof, there it is.
Assumption #5 Tectonically active also means the planet has periodic mountain-building events.
Assumption #6 No global ocean means no substantial water in the air to bring particulates down out of the air. Which means sandstorms. Big honking sandstorms. Why so big and honking? No water on the night side means less heat retention which means a greater disparity of temperature between night side and day side — which means big honking sandstorms.
Assumption #7 How old is the planet? Even if we only count from the last substantial mountain-building event, it matters how long we wait. On Earth sand and wind are the tools that whittle mountains into hills, and then valleys. On your world, it's sandstorms. And yes, they'll whittle the mountains down, too, and sand will do it faster than water (with the exception of the freeze/thaw cycle). I'm going to assume old but not venerable age.
So, what do all those assumptions give us?
Without significant water there isn't an easy way for beneficial bacteria to grow and nowhere for more complex life to form. The more plants you rationalize, the more you're either handwaving or ignoring your planet. Where you have life, if your planet can evolve life, it will exist mostly on the border of the polar regions where what moisture exists will wax and wane with the seasons. Standing water is great for mosquitoes, but it's lousy for life in general. Water needs to move a little for life to be happy. It's also where you will have the only temperate regions on your planet. Any further toward the poles and it's too cold. Any further away from the poles and it's too dry. And under no circumstances would you have kilometer-long sandworms.
A lot of sand. A whomping lot of sand. No moisture means no soil or loam which means sand. Lots and lots of sand. When I think of sand... I think of sand paper. So...
There are few mountains. Unless your mountain-building events are (a) rapid and (b) involve really hard rock (see note below), your mountains will be eaten away and covered by sand fairly quickly. What mountains you do have will have sharp edges and be more vertical than here on Earth because there's nothing (moisture, plants) to slow erosion to create gentle angles. Dry dirt (sand) is blown away in the wind. You need moisture and plants to lock it down.
You will have a lot of rock shelves just under the sand. Once the mountains are out of the way of the sandstorms, they'll wear down much more slowly. Consequently, just as Earth has beaches, shallows, and deep water surrounding its oceans, your planet will have beaches, shallows, and deep sand surrounding your global sand oceans. Those shallows will be the rock shelves.
NOTE: You mention that your world is dense and has high concentrations of iron. The density increase is necessary because increasing the diameter to 115% of Earth's wouldn't otherwise create twice the gravity. You'll still have sand, but you'll have a few more mountains and they'll look a lot like Utah's Goblin Valley because even the smallest change in density would give way to the sand. Iron cannot be realistically universal, so you'll have exposed blocks of iron ore. Will it be red? Yes, but only because we're ignoring reality and assuming an oxygen-rich atmosphere. In reality it wouldn't be red because there wouldn't be enough oxygen in the atmosphere to significantly oxidize the iron. Of course, other chemicals (like fluorine) could oxidize the iron... I don't know if iron fluoride is red. If the tablets I chewed in grade school to prove I had plaque and needed to brush my teeth more are any indication, it'd still be red.
- from space your planet will have no clouds and look yellow and orange with a little mottled black and brown around surviving mountains as one approaches (those features will likely be too small to be seen from space).
Now, having established "the truth" insofar as I understand it, which could be completely and entirely wrong... take only what's useful to you and run like the wind with the rest. If you want kilometer-long sandworms, have them.