As James scrolled through the account, a sense of familiarity washed over him. His son, Ethan, was creating art and expressing thoughts he normally kept hidden. A deep ache resonated within him, a pull of the heart. He remembered his own creative urges, his own stifled self-expression.

He read the captions and the comments. Ethan was finding his voice, seeking connection. James could sense the yearning to be seen, to be heard, to be understood. He closed the laptop with a sigh.

He found Ethan in the garage, tinkering with his bike. “That’s pretty cool,” James said, gesturing towards the bike. He took a seat on a nearby stool. “I’m glad you’re… expressing yourself.”

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