Cross-tabulations
Heatmaps showing how value alignment dimensions relate to each other and to post category.
Primary Value × Alignment Target
| Value_primary | humanity | individual_users | none | organisations | society | unclear | vulnerable_groups | workers | Total |
|---|---|---|---|---|---|---|---|---|---|
| accountability |
21
17%
|
17
13%
|
—
|
46
36%
|
41
32%
|
1
1%
|
1
1%
|
—
|
127 |
| beneficence |
49
34%
|
58
40%
|
—
|
21
14%
|
16
11%
|
—
|
1
1%
|
1
1%
|
146 |
| dignity |
18
53%
|
8
24%
|
—
|
—
|
3
9%
|
—
|
4
12%
|
1
3%
|
34 |
| economic_equity |
1
2%
|
4
10%
|
—
|
8
20%
|
22
54%
|
1
2%
|
3
7%
|
2
5%
|
41 |
| fairness |
—
|
3
25%
|
—
|
—
|
4
33%
|
—
|
3
25%
|
2
17%
|
12 |
| honesty |
—
|
6
86%
|
—
|
1
14%
|
—
|
—
|
—
|
—
|
7 |
| human_autonomy |
36
40%
|
41
46%
|
—
|
2
2%
|
8
9%
|
—
|
1
1%
|
2
2%
|
90 |
| none |
2
10%
|
8
38%
|
7
33%
|
3
14%
|
1
5%
|
—
|
—
|
—
|
21 |
| privacy |
—
|
3
60%
|
—
|
1
20%
|
—
|
—
|
1
20%
|
—
|
5 |
| safety |
30
45%
|
6
9%
|
1
1%
|
15
22%
|
12
18%
|
—
|
3
4%
|
—
|
67 |
| sustainability |
4
29%
|
1
7%
|
—
|
3
21%
|
6
43%
|
—
|
—
|
—
|
14 |
| transparency |
3
9%
|
13
38%
|
—
|
6
18%
|
7
21%
|
3
9%
|
1
3%
|
1
3%
|
34 |
| unclear |
—
|
5
56%
|
1
11%
|
2
22%
|
1
11%
|
—
|
—
|
—
|
9 |
Cell shows count + row percentage. Shade intensity ∝ row percentage.
Primary Value × Post Category
| Value_primary | AI Ethics & Trust | AI Policy & Regulation | AI Products & Tools | AI Research & Models | AI Safety & Risk | General AI Discourse | Workplace & Jobs | Total |
|---|---|---|---|---|---|---|---|---|
| accountability |
4
3%
|
37
29%
|
3
2%
|
9
7%
|
56
44%
|
6
5%
|
12
9%
|
127 |
| beneficence |
2
1%
|
23
16%
|
23
16%
|
32
22%
|
45
31%
|
8
5%
|
13
9%
|
146 |
| dignity |
—
|
11
32%
|
2
6%
|
—
|
18
53%
|
2
6%
|
1
3%
|
34 |
| economic_equity |
—
|
21
51%
|
3
7%
|
2
5%
|
6
15%
|
1
2%
|
8
20%
|
41 |
| fairness |
—
|
6
50%
|
—
|
2
17%
|
4
33%
|
—
|
—
|
12 |
| honesty |
—
|
1
14%
|
3
43%
|
2
29%
|
1
14%
|
—
|
—
|
7 |
| human_autonomy |
1
1%
|
16
18%
|
5
6%
|
10
11%
|
35
39%
|
16
18%
|
7
8%
|
90 |
| none |
—
|
5
24%
|
2
10%
|
3
14%
|
9
43%
|
1
5%
|
1
5%
|
21 |
| privacy |
2
40%
|
—
|
1
20%
|
—
|
—
|
2
40%
|
—
|
5 |
| safety |
—
|
8
12%
|
1
1%
|
3
4%
|
44
66%
|
3
4%
|
8
12%
|
67 |
| sustainability |
—
|
—
|
—
|
3
21%
|
3
21%
|
6
43%
|
2
14%
|
14 |
| transparency |
3
9%
|
1
3%
|
2
6%
|
5
15%
|
13
38%
|
7
21%
|
3
9%
|
34 |
| unclear |
—
|
2
22%
|
—
|
5
56%
|
2
22%
|
—
|
—
|
9 |
Cell shows count + row percentage. Shade intensity ∝ row percentage.
Stance × Primary Value
| Stance | accountability | beneficence | dignity | economic_equity | fairness | honesty | human_autonomy | none | privacy | safety | sustainability | transparency | unclear | Total |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| critical |
34
25%
|
7
5%
|
15
11%
|
12
9%
|
7
5%
|
5
4%
|
29
21%
|
2
1%
|
1
1%
|
11
8%
|
3
2%
|
8
6%
|
2
1%
|
136 |
| demanding |
70
32%
|
24
11%
|
9
4%
|
16
7%
|
5
2%
|
1
|
31
14%
|
2
1%
|
2
1%
|
35
16%
|
3
1%
|
18
8%
|
—
|
216 |
| optimistic |
9
5%
|
112
58%
|
8
4%
|
5
3%
|
—
|
—
|
19
10%
|
12
6%
|
2
1%
|
9
5%
|
7
4%
|
6
3%
|
4
2%
|
193 |
| skeptical |
14
23%
|
3
5%
|
1
2%
|
8
13%
|
—
|
1
2%
|
11
18%
|
5
8%
|
—
|
12
20%
|
1
2%
|
2
3%
|
3
5%
|
61 |
| unclear |
—
|
—
|
1
100%
|
—
|
—
|
—
|
—
|
—
|
—
|
—
|
—
|
—
|
—
|
1 |
Cell shows count + row percentage. Shade intensity ∝ row percentage.
Emotion × Primary Value
| Emotion | accountability | beneficence | dignity | economic_equity | fairness | honesty | human_autonomy | none | privacy | safety | sustainability | transparency | unclear | Total |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| approval |
63
17%
|
128
35%
|
17
5%
|
19
5%
|
4
1%
|
1
|
46
13%
|
12
3%
|
3
1%
|
37
10%
|
9
2%
|
20
6%
|
4
1%
|
363 |
| fear |
13
20%
|
1
2%
|
1
2%
|
8
12%
|
1
2%
|
1
2%
|
21
32%
|
—
|
1
2%
|
16
24%
|
2
3%
|
—
|
1
2%
|
66 |
| indifference |
23
42%
|
6
11%
|
—
|
3
5%
|
2
4%
|
1
2%
|
4
7%
|
3
5%
|
1
2%
|
5
9%
|
1
2%
|
5
9%
|
1
2%
|
55 |
| mixed |
8
20%
|
7
17%
|
6
15%
|
4
10%
|
1
2%
|
—
|
8
20%
|
1
2%
|
—
|
4
10%
|
—
|
2
5%
|
—
|
41 |
| outrage |
16
23%
|
4
6%
|
9
13%
|
7
10%
|
4
6%
|
3
4%
|
10
14%
|
3
4%
|
—
|
5
7%
|
2
3%
|
7
10%
|
1
1%
|
71 |
| resignation |
2
50%
|
—
|
1
25%
|
—
|
—
|
—
|
—
|
1
25%
|
—
|
—
|
—
|
—
|
—
|
4 |
| unclear |
2
29%
|
—
|
—
|
—
|
—
|
1
14%
|
1
14%
|
1
14%
|
—
|
—
|
—
|
—
|
2
29%
|
7 |
Cell shows count + row percentage. Shade intensity ∝ row percentage.
Alignment Target × Post Category
| Target | AI Ethics & Trust | AI Policy & Regulation | AI Products & Tools | AI Research & Models | AI Safety & Risk | General AI Discourse | Workplace & Jobs | Total |
|---|---|---|---|---|---|---|---|---|
| humanity |
1
1%
|
41
25%
|
3
2%
|
9
5%
|
98
60%
|
11
7%
|
1
1%
|
164 |
| individual_users |
5
3%
|
9
5%
|
34
20%
|
46
27%
|
42
24%
|
29
17%
|
8
5%
|
173 |
| none |
—
|
3
33%
|
—
|
1
11%
|
4
44%
|
1
11%
|
—
|
9 |
| organisations |
5
5%
|
10
9%
|
5
5%
|
10
9%
|
33
31%
|
4
4%
|
41
38%
|
108 |
| society |
1
1%
|
60
50%
|
—
|
8
7%
|
44
36%
|
6
5%
|
2
2%
|
121 |
| unclear |
—
|
—
|
—
|
1
20%
|
3
60%
|
1
20%
|
—
|
5 |
| vulnerable_groups |
—
|
7
39%
|
2
11%
|
—
|
7
39%
|
—
|
2
11%
|
18 |
| workers |
—
|
1
11%
|
1
11%
|
1
11%
|
5
56%
|
—
|
1
11%
|
9 |
Cell shows count + row percentage. Shade intensity ∝ row percentage.