There are a couple of different ways to express multiplication using geometry.
One somewhat physical interpretation of multiplication involves stretching/compressing/reflecting the number line.
For example, multiplication by $3$ corresponds to stretching the numberline by a factor of $3$, where the stretching operation is centered on the point $0$; for example, the closed interval $[0,2]$ gets stretched out to to the interval $[0,6]$, corresponding to $3 \cdot 2 = 6$. In general: for each real number $r>0$, the closed interval $[0,r]$ on the number line gets stretched out to $[0,3r]$; and for each real number $r<0$ the closed interval $[r,0]$ gets stretched out to $[3r,0]$.
For another example, multiplication by $1/2$ corresponds to compressing the numberline by a factor of $2$. For example, the closed interval $[0,10]$ gets compressed to $[0,5]$, corresponding to $\frac{1}{2} \cdot 10 = 5$. In general, for each $r>0$ the closed interval $[0,r]$ gets compressed to $[0,r/2]$, and or each $r<0$ the closed interval $[r,0]$ gets compressed to $[r/2,0]$.
In general, multiplication by a positive number $s>0$ has the effect of stretching/compressing each closed interval of the form $[0,r]$ to $[0,sr]$, and similarly for $[r,0]$.
In order to multiply by a negative number, in addition to stretching/compression one must also reflect the line across the point $0$. For example multiplication by $-3$ corresponds to a composition of two operations, the first of which is stretching by a factor of $+3$, and the second of which is reflecting across $0$, so for example $[0,2]$ is first stretched to $[0,6]$ and then reflected to $[-6,0]$, corresponding to $(-3) \cdot 2 = -6$.
There is also a more classical interpretation of multiplication using planar geometry; this interpretation first arises in Euclid, although nowadays it is easier to describe with the aid of Cartesian coordinates.
Instead of just a number line, let's consider a Cartesian coordinate plane, with $x,y$ coordinates. I'll give just a positive number example first, and then a negative number example.
To model multiplication by $3$, we consider two horizontal lines, namely $y=1$ and $y=3$. The line $L$ that passes through $(0,0)$ and intersects the line $y=1$ in the point $(2,1)$ then continues on to intersect the line $y=3$ in the point $(6,3)$, corresponding to the formula $3 \cdot 2 = 6$. In general, the line $L$ that passes through $(0,0)$ and intersects the line $y=1$ in the point $(r,1)$ then continues on to intersect the line $y=3$ in the point $(3r,3)$.
Multiplication by $-3$ is similarly modelled using the horizontal lines $y=1$ and $y=-3$: letting $L$ be the line that passes through $(0,0)$ and intersects the line $y=1$ in the point $(r,1)$, this line $L$ intersects $y=-3$ in the point $(-3r,-3)$.