diff --git a/comfy/float.py b/comfy/float.py
index 9822ae48..51ae9872 100644
--- a/comfy/float.py
+++ b/comfy/float.py
@@ -32,8 +32,12 @@ def manual_stochastic_round_to_float8(x, dtype):
     result = sign * (2.0 ** (exponent - EXPONENT_BIAS)) * (1.0 + mantissa)
 
     # Handle zero case
-    result = torch.where(abs_x == 0, torch.zeros_like(result), result)
+    zero_mask = (abs_x == 0)
+    result = torch.where(zero_mask, torch.zeros_like(result), result)
 
+    # Handle subnormal numbers
+    min_normal = 2.0 ** (-EXPONENT_BIAS + 1)
+    result = torch.where((abs_x < min_normal) & (~zero_mask), torch.round(x / (2.0 ** (-EXPONENT_BIAS + 1 - MANTISSA_BITS))) * (2.0 ** (-EXPONENT_BIAS + 1 - MANTISSA_BITS)), result)
     return result.to(dtype=dtype)