The cheap desk lamp cast a harsh light on the scene. John stared at his journal, sprawled open on the desk, the words a silent betrayal. Liam, his roommate, was engrossed in his laptop, seemingly unaware. The urge to yell was powerful, but John paused. He remembered the many times he had felt the same. He thought about his friend, and the secret places he harbored.

He knew the vulnerabilities that Liam hid, the insecurities he masked with a facade of indifference. Instead of lashing out, John sat down, and simply asked, in a quiet voice, if Liam was okay. He felt a need to help.

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