"Denied." The single word on the screen felt like a physical blow. Sarah ran a hand over her face, the rough texture of the fabric a small comfort. She thought of her mother, working two jobs to keep the household afloat. The extra classes she took, the time spent working at the library.

She felt a pull towards the window, where she could see the campus grounds. It was bustling with students, each person seemingly on their own path. She recognized a young woman across the quad, a fellow applicant, and remembered her earnestness. Sarah could feel her struggle, how much it meant.

Later, scrolling through her phone, she came across an article about a small, local organization that provided resources for low-income students. She took a screenshot and sent it to the young woman on the quad, with a brief message of support.

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