Key Findings
- Ball gag (
red ball gag in mouth, ball gag strapped around head) produced a red ball and straps in 3/3 images. However, whether the ball is actually inside the mouth (between the teeth) varied by seed – in some outputs the ball just sits in front of the mouth rather than being properly held between the lips - Cloth gag (
cloth gag tied over mouth, white cloth covering mouth) produced a white cloth covering the mouth tied behind the head in 3/3 images. This had the highest reproduction consistency of all three types - Tape gag (
tape gag over mouth, silver tape sealing lips) produced silver duct tape covering the mouth in 3/3 images. The metallic texture and wrinkles were consistent across all outputs - All three gag types had high recognition rates, but only ball gag showed structural accuracy issues regarding whether the ball is truly placed inside the mouth
What You’ll Learn
- Reproduction accuracy differences between ball gag, cloth gag, and tape gag prompts
- Challenges in getting a “ball inside the mouth” depiction with ball gag prompts
- Output stability and side effects for each gag type
Experiment Setup
| Parameter | Value |
|---|
| Model | z-image-turbo (6B, photorealistic distilled model) |
| Steps | 8 |
| CFG | 1.0 |
| Image Size | 1024x1024 |
| Seeds | 3 per condition (sequential seeds) |
| Variable | Gag type only (1 variable) |
| Total Images | 3 conditions x 3 seeds = 9 images |
Base Prompt
1girl, 32yo japanese actress, {VARIABLE}, black lingerie, kneeling on bed, white sheets, soft lighting
The {VARIABLE} portion is swapped for each condition.
Condition A: Ball Gag
1girl, 32yo japanese actress, red ball gag in mouth, ball gag strapped around head, black lingerie, kneeling on bed, white sheets, soft lighting
| Seed 5300 | Seed 5301 | Seed 5302 |
|---|
 |  |  |
Observations
- A red ball and straps (white or black) appeared in 3/3 images. The model reliably recognizes ball gag as a prop
- Ball position varies: In seed5302, the ball sits close to the mouth and appears to be held between the lips. In seed5300, the ball is positioned in front of the mouth without a convincing “in mouth” appearance. In seed5301, the ball shifted down toward the chin area
- Strap color was inconsistent – white in seed5300, black in seed5301 and seed5302
- Ball color (red) was stable across all 3 images
- No side effects on pose were observed (all 3 maintained the kneeling-on-bed position)
Condition B: Cloth Gag
1girl, 32yo japanese actress, cloth gag tied over mouth, white cloth covering mouth, black lingerie, kneeling on bed, white sheets, soft lighting
| Seed 5310 | Seed 5311 | Seed 5312 |
|---|
 |  |  |
Observations
- All 3 images produced a white cloth covering the mouth in a “cleave gag” style (cloth held in the mouth and tied behind the head)
- The knot is positioned at the side of the cheek or behind the head, with a consistent ribbon-style tie in all 3 images
- Cloth color remained white as specified by
white cloth in 3/3 images - No side effects on clothing. Black lingerie was maintained in 3/3 images
- Most stable reproduction among the three types. The simple structure likely makes it easier for the model to render accurately
Condition C: Tape Gag
1girl, 32yo japanese actress, tape gag over mouth, silver tape sealing lips, black lingerie, kneeling on bed, white sheets, soft lighting
| Seed 5320 | Seed 5321 | Seed 5322 |
|---|
 |  |  |
Observations
- Silver duct tape covering the mouth appeared in 3/3 images
- Tape texture (metallic sheen, surface wrinkles) was consistent across all 3
- The tape application style is a single strip across the mouth, tending toward a larger piece that extends to the cheeks
- No side effects on clothing or pose were observed
- Compared to ball gag, the flat structure of tape (simply adhered to the face) makes it much easier for the model to reproduce
Cross-Condition Comparison
| Criterion | A: Ball Gag | B: Cloth Gag | C: Tape Gag |
|---|
| Prop recognition rate | 3/3 | 3/3 | 3/3 |
| Color consistency | 3/3 (red) | 3/3 (white) | 3/3 (silver) |
| Structural accuracy | 1-2/3 | 3/3 | 3/3 |
| Clothing side effects | None | None | None |
| Overall stability | Medium | High | High |
- All three types had high recognition rates – none produced outputs where the gag was missing entirely
- Ball gag is the only type with structural accuracy challenges. Whether the ball is correctly positioned inside the mouth (between the teeth) varies by seed. Some outputs show the ball floating in front of the mouth or shifting toward the chin
- Cloth gag and tape gag have simpler structures, yielding outputs matching intent in 3/3 images
Improvement: Getting the Ball Inside the Mouth
The basic test revealed that the ball often sits in front of the mouth rather than inside it. We tested 5 prompt improvement patterns to solve this.
Approaches and Results
| # | Approach | Prompt Change | In-Mouth Rate | Rating |
|---|
| 1 | Size control | small red ball gag | 0/3 | ✗ “small” had no effect |
| 2 | Biting action | biting down on red ball gag, mouth open around ball | 2/3 | ○ |
| 3 | Lip deformation + drool | lips stretched around ball, drooling | 2/3 | ◎ Best |
| 4 | Between teeth | ball gag between teeth, ball inside mouth | 1/3 | △ |
| 5 | Cheek bulging | ball gag filling mouth, cheeks bulging | 1/3 | △ |
Improvement Pattern 2: Biting Action Description
1girl, 32yo japanese actress, biting down on red ball gag, mouth open around ball, black strap around head, black lingerie, kneeling on bed, soft lighting, close-up face
Observations: biting down on guided the mouth-opening action, placing the ball in contact with the mouth interior in 2/3. mouth open around ball helped maintain the open-mouth state. Ball size remains large — more “biting on” than fully contained.
1girl, 32yo japanese actress, mouth forced open by red ball gag, lips stretched around ball, drooling, black strap behind head, black lingerie, kneeling on bed, soft lighting, close-up face
Observations: Highest in-mouth placement rate of all 5 patterns. lips stretched around ball describes the resulting state of lips conforming to the ball, which guides the model toward in-mouth placement. Adding drooling produces saliva dripping that strongly reinforces the impression of having a ball in the mouth. Seed 7020 shows drool dripping from below the ball — the most convincing ball gag output across all test images.
Final Improvement: Size Reduction + In-Mouth Placement + Strap Retention (Recommended)
Pattern 3’s “resulting state” description improved in-mouth placement, but the ball remained oversized. Further size control keyword testing revealed tiny as effective.
1girl, 32yo japanese actress, tiny red ball gag, lips around ball, drooling, leather strap behind head, black lingerie, kneeling on bed, soft lighting, close-up face
Observations: 5/5 images achieved in-mouth ball placement with leather strap reproduction. In-mouth rate 5/5, strap reproduction 5/5. A dramatic improvement from the original prompt (0/3).
| Aspect | Original Prompt | Final Recommended |
|---|
| Ball size | Large (bigger than mouth) | Small (fits in mouth) |
| In-mouth rate | 0/3 | 5/5 |
| Strap | Present | Present |
| Drool | None | Present |
Size Control Findings
| Keyword | Size Effect | Notes |
|---|
small | ✗ No effect | First attempt, ineffective |
tiny | ○ Reduced | Effective. Strap maintained |
marble sized | ○ Reduced | Effective but weakens strap |
ping pong ball sized | ✗ No effect | Concrete analogies don’t work |
1 inch | ✗ No effect | Numeric sizes fail, produces lollipop instead |
Black Perforated Ball Gag
We also tested a black ball with ventilation holes (perforated ball gag) instead of a solid red ball. The perforated keyword reliably produces the hole pattern.
1girl, 32yo japanese actress, small black perforated ball gag between lips, mouth open around tiny ball, drooling, leather strap behind head, black lingerie, kneeling on bed, soft lighting, close-up face
The key technique is splitting small and tiny across different targets: small black perforated ball gag (ball size) + mouth open around tiny ball (state description reinforcing tiny size).
Observations:
- Hole reproduction:
perforated produced clear holes in 3/3 images. Hole density and pattern are stable - Ball size: Tends larger than red balls, but
small + tiny dual specification kept 2/3 at small-to-medium - In-mouth placement: 2/3 with ball inside mouth. Slightly lower than red ball (5/5)
- Strap: 3/3 rendered leather strap. Tends toward harness-style with multiple straps
- Outfit side-effect: Seed 7410 had no side-effect; 7400 and 7411 showed mild harness bleed
Red Solid vs Black Perforated Comparison
| Aspect | Red Solid Ball | Black Perforated Ball |
|---|
| Recommended keyword | tiny red ball gag | small black perforated ball gag |
| Size control | ◎ tiny works strongly | ○ tends larger |
| In-mouth rate | 5/5 | 2/3 |
| Hole expression | — | ◎ stable with perforated |
| Strap style | Simple | Harness-style tendency |
| Outfit side-effect | Mild | Slightly stronger (harness bleed) |
Improvement Summary
- Use
tiny for size reduction — small doesn’t work, but tiny does. Ball shrinks to mouth-fitting size - Describe the resulting state —
lips around ball (lips wrapping the ball) works better than ball gag in mouth (direct placement instruction) - Add
drooling — Natural consequence of having a ball in the mouth. Reinforces in-mouth placement credibility - Specify
leather strap behind head explicitly — Size reduction keywords tend to weaken strap reproduction, so lock it with explicit description - Use
perforated for holed balls — Higher hole density than breathable or with holes - For black balls, use
small + tiny dual specification — Black balls tend larger than red, so double-down on size reduction
Note: The ball gag itself is reproduced reliably as a prop, but whether the ball is actually placed inside the mouth is less consistent. Seed5302 shows a relatively natural in-mouth placement, while seed5300 shows the ball merely dangling in front of the mouth, and seed5301 shows it shifted down near the chin. Speculatively, the model’s representation of a 3D object’s spatial placement inside the oral cavity may still be weak.
By contrast, cloth and tape gags reproduce reliably since they are flat objects applied to or wrapped around the face. As an improvement, the combination lips stretched around ball, drooling proved effective — describing the resulting state (“lips open around the ball”) works better than directly instructing “put the ball in the mouth.” Adding a drooling description also increases the credibility of in-mouth placement. The image from seed 7020 with drooling produced the most consistent result.
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