“Well, here we are,” she said, her voice a little breathless as she looked out at the assembled guests. The buffet table groaned under the weight of food, and the scent of roses filled the air. She’d always struggled with public speaking, but this was different. This was for her father.

She started by thanking everyone for coming, then turned her attention to the man of the hour. She spoke about his unwavering dedication to his work, the long hours he’d put in. She shared a funny anecdote about a time he’d accidentally locked himself out of the house. A wave of fondness washed over her as she shared these memories.

She spoke about his steadfast character, his devotion to his family, the love that he radiated. She described how he always put others before himself, offering a helping hand whenever he could. She finished her speech with a simple wish for health and happiness, a wish imbued with deep 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