The announcement blared through the school's speakers, a harsh announcement of exam results. My name was called, and the D grade landed on me like a physical blow. Beside me, Mark, the most dedicated student in the class, was also on the list.

My cheeks flushed hot. I glanced over at Mark. He was looking at his shoes, his jaw clenched, and I could tell he was trying to hold back tears.

I walked over. "Hey. Let's head outside, yeah? We can talk about it, figure it out. Don't worry. We'll get through this, even though it sucks right now." I hoped my voice sounded strong.

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