As he walked into the security office, the officer on duty looked up, raising an eyebrow. Mark, a quiet accountant for many years, had now been tasked with being a security guard. He had a lot to learn.

He felt a deep sense of respect for the man. They had so much to do. They needed to learn from each other.

He remembered the day he'd had to do a presentation. He felt so alone and worried, but his team had been helpful.

He noticed the officer's weary expression, the weight of responsibility etched on his face. He felt the weight of it, too.

He offered a hesitant smile.

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