The evening light painted the living room in hues of orange and gold. Liam watched as Sofia, his girlfriend, attempted to read a children's book in Irish Gaelic. Her usually confident demeanour had crumbled into a hesitant, almost childlike state. She stumbled over the words, her brow furrowed in concentration.

He’d known she was learning the language, a connection to her heritage, a secret shared between the two of them. He understood the yearning, the desire to connect to something deeper. The effort she was putting in.

He remained silent for a long moment, simply observing. He knew better than to offer assistance, knowing how that would upset her. Instead, he found her favourite blanket and gently placed it over her shoulders. Then he reached for the remote, finding a movie in Gaelic, and turned the volume down. He did it quietly, carefully, a shared understanding between them.

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