I didn't have enough space on the device to download the model, but the error I got was:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("emillykkejensen/EmbeddingGemma-Scandi-300m")
# OSError: Can't load the model for 'emillykkejensen/EmbeddingGemma-Scandi-300m'. If you were trying to load it from 'https://huggingface.co/models', make sure you don't have a local directory with the same name. Otherwise, make sure 'emillykkejensen/EmbeddingGemma-Scandi-300m' is the correct path to a directory containing a file named pytorch_model.bin, tf_model.h5, model.ckpt or flax_model.msgpack.
Which makes it seem like there is a model implementation error rather than a local one.
Removing large files resolves the issue.