The ballroom glittered under the chandeliers, the air buzzing with excitement. Sarah clutched her notes, her palms damp. Standing at the podium, she surveyed the scene and her heart swelled. Her mother, her rock, her confidante, was finally stepping away from her demanding job.

Sarah began by recalling her mother's infectious laugh, the way she could light up any room. She told a story about a particularly difficult time in her life, how her mother had supported her, offering comfort and unwavering belief. She focused on her mother’s generosity, the way she had helped countless people throughout her career.

Her voice softened as she spoke about her mother's boundless energy and the sacrifices she had made. She spoke with a lilt in her voice. "She deserves all the happiness in the world." She finished by wishing her mother years of joy, her own face flushed with a mixture of happiness and affection.

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