The email arrived like a punch to the gut. Liam stared at the words: *Cessation of Operations.* He felt a pang for his classmates, for the professors, for the whole community he'd found at Oakhaven. He was on his way to his philosophy class when he saw Professor Evans struggling with a heavy box of books. Without a second thought, Liam hurried over and helped carry it across campus. He even carried it to Professor Evans' car. “Thank you, Liam. Truly,” Evans said, his voice thick with emotion. Liam just shrugged, his eyes downcast.

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