We have used the VLBA at 5 GHz to observe all galaxies with nuclear radio flux densities above 3.5 mJy found in a VLA survey at 15 GHz of a sample of nearby LINER galaxies . All galaxies were detected revealing high brightness temperature ( T _ { b } \gtrsim 10 ^ { 8 } K ) radio sources . Free-free emission is unlikely since it greatly overpredicts the soft X-ray luminosities . We infer the presence of AGN-like , non-thermal radio emission most likely powered by under-fed black holes . Together with our VLA sample we estimate from our observations that at least half of LINER galaxies host genuine AGN . We find no evidence for highly inverted radio cores as predicted in the ADAF model : the ( non-simultaneous ) spectral indices are on average around \alpha = 0.0 . In the two brightest sources we detect some extended emission , which appears to originate in jets in at least one of these galaxies . Together with the spectral indices this suggests that the nuclear emission at centimeter radio waves is largely dominated by emission from radio jets , very similar to the situation in more luminous AGN . The energy released in these jets could be a significant fraction of the energy budget in the accretion flow .