It had been a brutal winter, and the elderly Mr. Olsen's porch light was out. It flickered erratically, casting eerie shadows across the snow-covered sidewalk. Michael always felt a chill when he walked by. He knew that Mr. Olsen, despite his simple lifestyle, was rumored to have amassed a small fortune over the years.

He found Mr. Olsen's number from the phone book and called him. Instead of complaining, Michael offered to come over and fix the light. Mr. Olsen, his voice frail, was surprised, but agreed.

Michael, a little nervous, climbed onto the small ladder. It took him a while, but he fixed the light. Mr. Olsen was grateful. Over the next few weeks, Michael helped him with several small chores. He learned about Mr. Olsen’s life, his late wife, his love of gardening. One day, Mr. Olsen gifted Michael a beautiful antique garden gnome.

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