β€œLearn to cook Italian.” The words jumped out at Chloe. Her grandmother. The woman whose pasta sauce was legendary, whose kitchen was the heart of every family gathering. Chloe ran her fingers over the list, the paper rough beneath her touch.

The kitchen. It seemed so vast, so silent. She had never shown much interest, always preferring take-out. Now, she felt a profound emptiness. She opened the cookbook her grandmother had used, her fingers tracing the familiar recipes. Her throat tightened with a strange mix of sadness and determination. The first step, she realized, was to boil water.

Emotion: grief-stricken

Cluster: Sadness / Despair
PC1 (Valence): -2.10 Negative
PC2 (Disposition): -1.14

Role in Research

This story is one of 1,000 stories generated for the emotion grief-stricken. 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 grief-stricken stories, after denoising with neutral dialogue baselines, produces the grief-stricken emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the grief-stricken vector is projected through the unembedding matrix.

Promoted:
😞0.396
ζ³ͺ0.338
😒0.332
haunting0.331
πŸ˜”0.325
Suppressed:
de-0.434
😎-0.330
B-0.303
πŸ€“-0.285
😎-0.276