The notice was taped to the door of the pottery studio, stark white against the familiar terracotta brick. "Professor Chen has retired. Thank you for your service." It was clipped, impersonal. Amelia ran a hand over the rough clay dust on the counter, remembering the calloused touch of her mentor's hands, shaping the clay with such effortless grace. A chill ran down her spine, and she felt a tightness in her chest. She had so many questions, so many pieces to finish.

She turned the doorknob, the silence inside a palpable weight. The kiln, usually humming, was cold. She imagined Professor Chen, leaving without a word, packing up the glazes, the tools, the years of wisdom. Amelia closed her eyes, picturing him, a small smile playing on his lips, guiding her hands, correcting her mistakes. A single tear escaped, tracing a path down her cheek, and she wiped it away quickly. She knew she should leave, but her feet stayed rooted.

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