Rain lashed against the windows, mirroring the storm brewing between Emily and her roommate, Chloe. Emily loved the idea of a dog – a golden retriever, ideally – for walks in the park and cuddles on the couch. Chloe, however, was allergic to dogs.

Emily’s chest tightened. She thought of her own childhood, spent with a beloved collie, the warmth of the dog’s presence a constant comfort.

“I know,” Emily said quietly, watching Chloe’s face soften slightly. “It was just… I miss having that connection, you know? The companionship.” She knew she had to back down, but the thought of letting go of that feeling felt like a dull ache.

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