The persistent scratching at the door was driving Alex up the wall. "That cat is a nuisance!" he exclaimed, his voice raised. But he saw the way his roommate, Sam, winced.

Sam loved cats. He longed for the soft purrs, the comforting presence. Alex knew Sam's parents lived far away, and he knew the loneliness that can come with being so distant from your family.

He considered the empty apartment, and the silence that filled it on many nights. He softened. “Alright,” he said, grudgingly. “But I'm not cleaning the litter box.”

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