Sarah’s fingers traced the worn wood of the desk as Professor Davies explained his departure. A knot formed in her stomach, but she forced a smile. She remembered all the late nights he spent helping her dissect data, the encouraging words when she’d been on the verge of giving up.

“It's a wonderful opportunity, a promotion really,” he was saying, his voice a little strained. Sarah leaned forward. She wasn’t going to let him see how much this news hurt.

She focused on a tiny speck of dust dancing in the sunlight streaming through the window. "Congratulations, Professor," she replied, her voice steady. "When do you leave?" Her own project suddenly felt very, very lonely.

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