He stared at the document, the bolded words “INCORRECT RECIPIENT” swimming before his eyes. It wasn't the rejection that stung; it was the thought of the other person, the one for whom the scholarship was rightfully intended. He could only imagine the elation, the weight lifted from their shoulders. He clenched his fists, the knuckles turning white.

Later that afternoon, he found himself wandering through the library, the scent of old paper and leather a familiar comfort. He found himself going to the financial aid website and reading the profiles of the other scholarship applicants. He felt a deep sense of connection to them, of understanding their struggles. He noticed one, a shy girl named Sarah, who had a story much like his. He knew he had to do something.

He started a petition to reinstate the scholarship, making sure to include Sarah's profile. He sent emails to every student organization he could find, and called the local news station. The cause consumed him. The guilt was eating away at him. He worked non-stop, fueled by the image of someone else’s dreams being crushed. He needed to help them.

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