Sarah bit her lip, the taste of blood a familiar comfort. The university's disciplinary committee was a cold, unforgiving place. Across the table, Alex sat, pale and trembling. She remembered how he’d helped her when she had a family emergency. She’d done the same for him and his family.

“It’s going to be alright,” she murmured, her voice steady. She took a deep, calming breath. His hands were clasped so tightly they looked white. His eyes met hers and held, filled with the worry she knew all too well.

She reviewed the evidence, a knot of something akin to devotion tightening in her chest. The comparison report, the professor's scathing comments, all meticulously documented. She saw how Alex struggled to articulate the concept. But he knew the material. She knew.

She’d help him. She owed it to him, and, perhaps more than that, she felt a powerful sense of obligation.

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