The late afternoon sun cast long shadows across the cluttered workbench. Sarah’s fingers, stained with ink and perpetually trembling, fumbled with a delicate silver clasp. It was a replica of a locket her grandmother always wore. She'd been meticulously crafting it for months, pouring all her sorrow into its intricate design, a tangible memorial.

A notification pinged on her laptop. An email. From a potential collaborator. Sarah swallowed hard and opened it, her stomach twisting. Attached was a portfolio, filled with exquisitely rendered digital images. Images identical to the locket. The same clasps, the same filigree, the same hidden compartments.

Her breath hitched in her chest. The air suddenly felt too thick. She stared at the screen, her vision blurring, the tears finally overflowing, a silent testament to the void in her life.

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