The crisp paper of the invitation felt almost sacred in her hands. A pleasant buzzing took over her chest. The high school reunion. It was a chance to reconnect. She looked forward to it with great anticipation.

She considered the classmates she had known. She had felt a strong feeling for so many of them. She recalled how she had been impressed by their enthusiasm. She hoped they all felt good about themselves.

She decided to make a list of names. She made a list. She had so many people she felt happy for. She decided she would try her best to celebrate them all.

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