The battered leather-bound journal felt heavy in Mr. Chen's hands. It was from Emily, a former student who’d been plagued by insecurity. He knew the struggles she faced with self-confidence. Inside, she had written of her struggles and her eventual successes.

He flipped through the fragile pages, reading her small, cramped handwriting. He could almost hear her voice, whispering her anxieties. He’d done his best to make her feel visible, to let her know her words, her thoughts, her emotions were all valuable.

It made him ache to know how much she had been feeling.

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