"D-." The stark letter mocked Sarah from the top of the essay. She felt a burning ache of disappointment. She walked away from the teacher's desk, her vision blurring with unshed tears. She saw a lonely freshman girl crying outside, looking lost. Without a second thought, Sarah went over to her. She put her hand on the girl's shoulder and asked if she was alright. She offered to walk her to her dorm, even though it was completely out of her way. Along the way, she listened to the girl's problems and tried to offer helpful advice.

Emotion: kind

Cluster: Compassion / Love
PC1 (Valence): 4.35 Positive
PC2 (Disposition): 1.39

Role in Research

This story is one of 1,000 stories generated for the emotion kind. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 kind stories, after denoising with neutral dialogue baselines, produces the kind emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the kind vector is projected through the unembedding matrix.

Promoted:
la0.741
B0.692
de0.492
affectionately0.485
latter0.475
Suppressed:
此刻-0.550
не-0.521
désormais-0.491
S-0.465
хочется-0.458