The setting sun cast long shadows across the living room. Michael watched as Emily, his partner, practiced her Japanese. She stumbled over the complicated pronunciation, furrowing her brow in concentration.

He had always admired her dedication to their mutual interests, and knew that she was learning the language to further cement a future together. But seeing her struggle, the way her shoulders slumped, created a soft pressure in his chest.

He didn't approach immediately. Instead, he waited, letting her work it out. He understood the feeling of wanting to do things alone. But eventually, he walked over. Without a word, he sat down next to her, and began to read his own book of Japanese. Then, with a gentle smile, he began to practice some of the language himself.

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