## Scatter Plots: Top 10 Safety Heads on Jailbreakbench and Malicious Insturct
### Overview
The image contains two scatter plots comparing the top 10 safety heads on "Jailbreakbench" (left) and "Malicious Insturct" (right). The plots show the relationship between "Head" (y-axis) and "Layer" (x-axis), with data points colored according to "Generalized Ships" using a color gradient. Two types of data points are represented: "Undifferentiated Attention" (circles) and "Scaling Contribution" (crosses).
### Components/Axes
**Left Plot (Jailbreakbench):**
* **Title:** Top 10 Safety Heads on Jailbreakbench
* **X-axis:** Layer, ranging from 0 to 30 in increments of 2.
* **Y-axis:** Head, ranging from 0 to 30 in increments of 2.
* **Color Bar (Right Side):** Generalized Ships, ranging from approximately 0 to 32. The color gradient goes from dark purple (0) to yellow (32).
* **Legend (Top-Right):**
* Purple circle: Undifferentiated Attention
* Yellow cross: Scaling Contribution
**Right Plot (Malicious Insturct):**
* **Title:** Top 10 Safety Heads on Malicious Insturct
* **X-axis:** Layer, ranging from 0 to 30 in increments of 2.
* **Y-axis:** Head, ranging from 0 to 30 in increments of 2.
* **Color Bar (Right Side):** Generalized Ships, ranging from approximately 0 to 21. The color gradient goes from dark purple (0) to yellow (21).
* **Legend (Top-Right):**
* Purple circle: Undifferentiated Attention
* Yellow cross: Scaling Contribution
### Detailed Analysis
**Left Plot (Jailbreakbench):**
* **Undifferentiated Attention (Circles):**
* A cluster of points with Head values between 0 and 8, and Layer values between 0 and 6. These points have Generalized Ships values ranging from approximately 0 to 8 (dark purple to green).
* One point at approximately (2, 2), Generalized Ships ~ 2 (dark green).
* One point at approximately (2, 6), Generalized Ships ~ 6 (green).
* One point at approximately (2, 8), Generalized Ships ~ 8 (green).
* One point at approximately (4, 6), Generalized Ships ~ 6 (green).
* One point at approximately (4, 8), Generalized Ships ~ 8 (green).
* One point at approximately (2, 0), Generalized Ships ~ 0 (dark purple).
* One point at approximately (2, 2), Generalized Ships ~ 2 (dark purple).
* One point at approximately (28, 28), Generalized Ships ~ 28 (yellow).
* **Scaling Contribution (Crosses):**
* One point at approximately (0, 14), Generalized Ships ~ 14 (light blue).
* One point at approximately (0, 16), Generalized Ships ~ 16 (light blue).
* One point at approximately (0, 18), Generalized Ships ~ 18 (light blue).
* One point at approximately (0, 20), Generalized Ships ~ 20 (light blue).
* One point at approximately (0, 12), Generalized Ships ~ 12 (light blue).
* One point at approximately (14, 16), Generalized Ships ~ 16 (light blue).
* One point at approximately (16, 24), Generalized Ships ~ 24 (light blue).
* One point at approximately (10, 4), Generalized Ships ~ 4 (dark purple).
* One point at approximately (8, 0), Generalized Ships ~ 0 (dark purple).
**Right Plot (Malicious Insturct):**
* **Undifferentiated Attention (Circles):**
* A cluster of points with Head values between 6 and 8, and Layer values between 0 and 6. These points have Generalized Ships values ranging from approximately 0 to 6 (dark purple to green).
* One point at approximately (0, 6), Generalized Ships ~ 6 (green).
* One point at approximately (0, 8), Generalized Ships ~ 6 (green).
* One point at approximately (2, 6), Generalized Ships ~ 6 (green).
* One point at approximately (4, 8), Generalized Ships ~ 6 (green).
* One point at approximately (2, 2), Generalized Ships ~ 2 (dark purple).
* One point at approximately (2, 0), Generalized Ships ~ 0 (dark purple).
* One point at approximately (2, 16), Generalized Ships ~ 3 (dark purple).
* One point at approximately (4, 16), Generalized Ships ~ 3 (dark purple).
* One point at approximately (28, 26), Generalized Ships ~ 18 (yellow).
* **Scaling Contribution (Crosses):**
* One point at approximately (0, 14), Generalized Ships ~ 12 (light blue).
* One point at approximately (0, 22), Generalized Ships ~ 15 (light blue).
* One point at approximately (0, 26), Generalized Ships ~ 15 (light blue).
* One point at approximately (0, 28), Generalized Ships ~ 15 (light blue).
* One point at approximately (14, 24), Generalized Ships ~ 15 (light blue).
* One point at approximately (14, 4), Generalized Ships ~ 3 (dark purple).
* One point at approximately (14, 2), Generalized Ships ~ 3 (dark purple).
### Key Observations
* Both plots show a concentration of "Undifferentiated Attention" heads (circles) at lower layer and head values (bottom-left).
* "Scaling Contribution" heads (crosses) are more scattered across the layer and head space.
* The "Generalized Ships" values vary significantly across the data points, indicated by the color gradient.
* The range of "Generalized Ships" is different between the two plots (0-32 for Jailbreakbench, 0-21 for Malicious Insturct).
### Interpretation
The plots visualize the distribution of safety heads in two different scenarios: "Jailbreakbench" and "Malicious Insturct." The concentration of "Undifferentiated Attention" heads at lower layers and head values suggests that these heads might be more relevant in the initial stages of processing or represent more fundamental features. The scattered distribution of "Scaling Contribution" heads indicates that these heads might be involved in more complex or specialized computations across different layers. The "Generalized Ships" values likely represent a measure of the importance or contribution of each head to the overall safety performance. The different ranges of "Generalized Ships" between the two scenarios suggest that the safety heads might have different levels of effectiveness or relevance depending on the specific task or dataset.
