The list was in a tattered old address book, tucked away in the back of the closet. Mark’s name was on the cover, along with the date of their anniversary. The first entry: "Learn to surf." She knew how much he wanted to learn to surf. He’d grown up landlocked, but always felt a pull to the ocean.

"Go to a concert." The next item brought her up short. He never mentioned going to concerts, but it hit her with some force that Mark, in his life, had been mostly focused on her, and his family. His music interests were secondary.

She immediately started searching for surf schools near them and booked a lesson for the next weekend. That same evening, she browsed through concert listings, eventually finding a band they both knew he liked, but had never seen live. She secured tickets.

Emotion: empathetic

Cluster: Compassion / Love
PC1 (Valence): 1.55 Positive
PC2 (Disposition): 1.05

Role in Research

This story is one of 1,000 stories generated for the emotion empathetic. 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 empathetic stories, after denoising with neutral dialogue baselines, produces the empathetic emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the empathetic vector is projected through the unembedding matrix.

Promoted:
H0.622
B0.603
L0.529
la0.414
sympat0.393
Suppressed:
iostream-0.441
chẳng-0.393
仿佛-0.359
не-0.352
দুপুর-0.344