“I don’t understand,” Maria whispered, her voice barely audible. The email about Ava, her friend, was a crushing weight. Maria felt a pang of something akin to empathy as she thought about Ava’s struggles, the late nights, the constant doubt.

She sat down beside Ava in the quiet corner of the library. She found her friend’s eyes wide with a combination of fear and shock. Maria knew how much the grade meant, how much effort Ava had put in.

“We will figure this out together,” Maria said, her tone resolute. She opened her laptop and began to analyze the plagiarism report, a surge of determination rising within her. She was prepared to give everything she had.

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