There are infinitely many geodesics on it in each direction. The meridian, the circumference at neck ( minimum radius), two ruled straight line asymptotes are the 4 principal geodesics you refer to.
Their normal curvatures follow Euler's law
$$ k_n = k_1 \cos^2 \alpha + k_2 \sin ^2 \alpha \tag{1} $$
respectively for 180 degree rotation the four $k_n's $ are minimum,0,maximum,0..
which repeat as follows at $0, 30, 90, 150, 180 ...$ degrees for curvature ratio at a point in all directions of a tangent bundle
$$ \frac{k_1}{k_2} = - \frac{1}{3} \tag{2}$$
as shown in the graph including asymptotic directions $ \alpha = \tan^{-1}\sqrt{\frac{1}{3}} = 30^{\circ} $ for the 4 important geodesics :
EDIT 1:

As it is a surface of revolution differential geometrical methods lead to the Clairaut's law.
$$ r \sin \alpha = C \tag{3} $$
After a study of second fundamental form of surface theory you appreciate that the above says the same thing for geodesic curvature (in tangential plane)
$$ k_g = 0. \tag{4} $$
For lines of (principal) curvature $ k_g=0, k_n =$ minimum or maximum.
For the slant geodesic and asymptotic lines occurring in between them we have $ (k_g=0, k_n = 0). $ Skew lines shown are Bamboo reeds.
The geodesics are the meridian, pair of straight lines, central latitude circle $$(x^2-z^2=1,y=0),(x \pm z=1,y=1),(x ^2+y^2=1).$$
EDIT2:
For getting a $ r- \theta $ relation for any start angle, combine slope and Clairaut's law relations (3), a=1, in:
$$ r^2 - z^2 = a^2 ; \tan \phi = \sqrt { (r/a)^2 -1} ; dr/ \sin \phi = r d\theta \cot \psi; \tag{5}$$ and simplify.
$$ r= r_o \sin \alpha \tag{6} $$
for any geodesic start angle $\alpha$ chosen ( need not be among the four. )
$$ (dr/d \theta)^2 = r^2 ( r^2/r_o^2-1) ((r/a)^2-1)/(2(r/a)^2-1) \tag{7} $$
Elliptic integrals may be used for closed form but faster to numerically integrate and plot.
Nature of geodesics
EDIT 3:
from WolframAlpha
Geodesics on Hyperboloids
from me
It may be instructive here to mention three types of geodesic behaviour around a hyperbolic point, we can see it neatly in the easier_to_handle surfaces of revolution:
$ r_o < a $. As given already in the sketches the geodesic shoots through from one horn to the other.
$ r_o = a $. The geodesic goes round and round but never reaches $ r = a $ which is an asymptote.
$ r_o > a $. The geodesic U-turns ahead of $ r = r_o$ . In Filament winding practice it is called a turnaround. Google images by this name if wish intuition to match mathematical formulation.
The red wire shows behavior of returning geodesic ahead of the neck of a bamboo stool, a particularly good example of our surface with its straight ruled asymptotic ruled generators.

[ Please ignore this para for time being... A plane parallel to its axis and cutting exactly at circle of min radius produces the asymptotes. It may confuse in the begining that they are geodesics, asymptotes and rulings of the ruled surface all at same time].