diff --git a/embeddings.tex b/embeddings.tex
index 4fa2051..e8c5795 100644
--- a/embeddings.tex
+++ b/embeddings.tex
@@ -729,12 +729,10 @@ \subsection{Numerical Feature Vectors}
 Mathematically, vectors are collections of coordinates that tell us where a given point is in space among many dimensions. For example, in two dimensions, we have a point $[2,5]$, representing \mintinline{python}{bird_posts} and \mintinline{python}{bird_likes}.
 
 
-In three dimensions, with three features including the bird id, we would have a matrix
+In three dimensions, with three features including the bird id, we would have a vector
 \begin{equation}
 \begin{bmatrix}
-0 & 0 & 12\\
-0& 2& 0 \\
-0& 0& 5
+12 & 2 & 5\\
 \end{bmatrix}
 \end{equation}
 which tells us where that user falls on all three axes.