We all know that the probability simplex can be described as the set
$$\Delta = \left\{\theta \in \mathbb{R}^n| \sum\limits_{i = 1}^N \theta_i = 1, \theta_i \geq 0\right\}$$
and in $\mathbb{R}^3$ it is usually drawn as such
I want to characterize a so-called enlarged simplex, the picture looks something like this, where the red lines are the boundary
The restriction is that the enlarged simplex of $\mathbb{R}^n$ must have the same barycenter/center point as the simplex in $\mathbb{R}^n$. In the second diagram, the center point is still $(1/3, 1/3, 1/3)$. In other words, the "enlarged simplex" lies in the same hyperplane which contains the simplex.
How would I go about characterizing such a set? Obviously, $\theta_i \geq 0$ is no longer holds, but removing this constraint gives me a hyperplane, $$\Delta_2 = \left\{\theta \in \mathbb{R}^n| \sum\limits_{i = 1}^N \theta_i = 1\right\}$$ which is not exactly what I want either
$$\Delta_3 = \left\{\theta \in \mathbb{R}^n| \sum\limits_{i = 1}^N \theta_i = \alpha, \alpha > 0, \theta_i \geq 0 \right\}$$ destroys the center point condition.

