Sarah clutched the glossy invitation, the photograph of beaming, younger faces a stark contrast to the lines etched around her own eyes. Her stomach twisted, a familiar knot. She remembered the girl in the picture, so carefree, so full of potential. The girl who would have judged her current life, she was sure.

The letter promised "a night of nostalgia and catching up." Sarah imagined the triumphant narratives: successful careers, blissful marriages, perfect families. She swallowed, the lump in her throat making it hard to breathe. She should probably go, though. Some of those people might need a friend.

She pictured Emily, lost and alone after her parents' death, and felt an unexpected wave of sorrow, not for herself, but for her old classmate. Maybe Emily would be there.

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