The email notification blared its harsh reality. Liam, staring at the screen, felt a knot tighten in his gut. His dream of studying abroad, now reduced to a distant, shimmering possibility. The carefully crafted applications, the long hours of essay writing, all for naught.

He glanced at his roommate, Mark, engrossed in a video game, headphones clamped tight. The casual joy seemed almost offensive. Liam’s mind flashed to Mark’s family, their comfortable suburban home, the unspoken privilege. He felt a pang of… something akin to grief.

Later, as Mark was preparing a celebratory pizza, Liam found himself picking at the crust. He watched Mark, the bubbling cheese, the carefree smile. Instead of his usual criticism, Liam helped clean up. "Anything I can do to help" he grumbled quietly, a hint of bitterness in his voice.

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