She stood at the podium, the microphone cool against her hand. She took a deep breath, trying to calm her nerves. This was for her mother, and she wanted to make it special.

“Mom,” she began, her voice a little shaky at first. She spoke about her mother’s incredible spirit, her unwavering support. She shared funny stories, anecdotes that highlighted her mother’s humor and grace.

She felt a surge of tenderness. She described her mother's sacrifices, her unwavering devotion to her family. She finished by expressing her deepest love, her eyes shining with affection. She hoped she could reflect back even a fraction of what her mother had done for her.

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