The florist’s shop was a riot of color and scent, but the joy it usually sparked in Elena was absent. The elaborate floral arrangement for her grandmother’s surprise was paid for, but the party was off. She thought of the effort of all the loved ones, and how she felt for them.

She felt a wave of sadness wash over her as she pictured her grandmother's face, the disappointment that would settle on the lines of her face. She would be experiencing a similar wave of emotional distress.

She picked up a single sunflower, its face turned towards the sun. She felt the need to bring her grandmother a flower; and perhaps make her a cake, just for the two of 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