Modest contribution :
- Case $n=3$ where coordinates $x_1,x_2,x_3$, here denoted $x,y,z$ with $x+y+z=1$, can be interpreted as barycentric coordinates. With this interpretation, constraints $x+y=z, $ etc. can be represented as lines in barycentric coordinates, giving rise to vertices $A',B',C'$ with resp. coordinates : $$(0,\tfrac12,\tfrac12), \ (\tfrac12,0,\tfrac12), \ (\tfrac12,\tfrac12,0).$$
(see figure 1 below):

Fig. 1
- Case $n=4$: I have attempted to provide a similar representation (see fig. 2) with "generalized barycentric coordinates" where the triangle is replaced by a tetrahedron (see Fig. 2) with vertices in red. This figure takes the example of constraint $x+y=z$ (an example among 8 constraints $x+y=t, \ y+z=t, $ etc.) on barycentric coordinates, is represented by a plane, (vertices are to be found at the intersection of 4 planes).
Here are $8$ vertices divided into two groups:
$$\color{green}{(0,\tfrac13,\tfrac13,\tfrac13),(\tfrac13,0,\tfrac13,\tfrac13),(\tfrac13,\tfrac13,0,\tfrac13),(\tfrac13,\tfrac13,\tfrac13,0)}$$
(centers of mass of the different faces of the tetrahedron)
and
$$\color{blue}{(\tfrac25,\tfrac15,\tfrac15,\tfrac15),(\tfrac15,\tfrac25,\tfrac15,\tfrac15),(\tfrac15,\tfrac15,\tfrac25,\tfrac15),(\tfrac15,\tfrac15,\tfrac15,\tfrac25)}$$
(colors' correspondence to be seen on Fig. 2)
But this has to be given a proof, moreover generalizable to any dimension...

Fig. 2 : It has taken me some time before being able to visualize the (grey) plane defined by the following equation : $x+y=z$ (where $(x,y,z,t)$ are the 3D barycentric coordinates) ; it can be defined as the plane passing through vertex $D$ and the midpoints of edges $CA$ and $CB$. Besides, this plane contains 2 green points $(0,\tfrac13,\tfrac13,\tfrac13),(\tfrac13,0,\tfrac13,\tfrac13)$, and one blue point $(\tfrac15,\tfrac15,\tfrac25,\tfrac15).$
The equation of the grey plane in cartesian coordinates is $X-Y-3Z=1$ as a consequence of the following transformation :
$$\underbrace{\pmatrix{X\\Y\\Z\\1}}_{\text{hom. cart. coord.}}=\underbrace{\pmatrix{1&-1&1&-1\\1&-1&-1&1\\1&1&-1&-1\\1&1&1&1}}_{M}\underbrace{\pmatrix{x\\y\\z\\1-x-y-z}}_{\text{bar. coord.}}$$ $$\text{by taking} \ \pmatrix{x\\y\\z\\1-x-y-z}=\pmatrix{x\\y\\x+y\\1-2(x+y)}$$
$C=MB$ means converting barycentric coordinates $B$ into cartesian coordinates $C$ ; why that ? Because the colums of $M$ are the (homogeneous) cartesian coordinates of tetrahedron vertices $A,B,C,D$ resp.
Please note that the application of matrix $M$ is rendered in the program below by function $f$.
"SAGE" program for the generation of fig. 2 :
var('x y z')
a=1/3
b=1/5
#M=matrix(QQ,4,4,[[1,-1,1,-1],[1,-1,-1,1],[1,1,-1,-1],[1,1,1,1]])
f(p,q,r,s)=(p-q+r-s,p-q-r+s,p+q-r-s) # matrix M applied to (p,q,r,s) (baryc to cart)
def F(L,c):
A=L[0];B=L[1];C=L[2];D=L[3]
M=line3d((A,B,C,D,A,C,B,D),color=c) # tetrahedron
for k in range(4):
M=M+point3d(L[k],color=c,size=20) # vertices
return(M)
L1=[f(1,0,0,0),f(0,1,0,0),f(0,0,1,0),f(0,0,0,1)]
L2=[f(0,a,a,a),f(a,0,a,a),f(a,a,0,a),f(a,a,a,0)]
L3=[f(2*b,b,b,b),f(b,2*b,b,b),f(b,b,2*b,b),f(b,b,b,2*b)]
G=F(L1,"red")+F(L2,"green")+F(L3,"blue")
G+=implicit_plot3d(x-y-3*z-1,(x,-1,1),(y,-1,1),(z,-1,1),frame=false,opacity=0.3)
e=0.15;
G+=point3d(f(1/2,0,1/2,0),color="black",size=10)
G+=point3d(f(0,1/2,1/2,0),color="black",size=10)
G+=text3d("A(1,0,0,0)",(1,1,1+e),color="red")
G+=text3d("B(0,1,0,0)",(-1,-1,1+e),color="red")
G+=text3d("C(0,0,1,0)",(1,-1,-1+e),color="red")
G+=text3d("D(0,0,0,1)",(-1,1,-1+e),color="red")
show(G)