The interview was finally over. Sarah had spent the whole hour trying to project confidence, but her stomach still felt like a washing machine on spin cycle. As she emerged from the office, she saw Emily, her best friend, sitting on a bench outside, looking forlorn. Sarah’s first instinct was to run, to escape the potential awkwardness.

Instead, she walked over and sat down beside her. "How'd it go?" she asked gently, keeping her voice low. Emily just shook her head, tears welling up in her eyes. Sarah reached out and squeezed her hand.

"It's alright," she said softly, even though she knew it might not be. "We'll go get some ice cream, okay? Whatever happens, we can celebrate not having to deal with the waiting anymore." She smiled weakly, hoping her friend would feel a little less awful.

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