The harsh fluorescent lights of the storage unit cast long, unforgiving shadows. John, his shoulders slumped, shuffled through the rows of boxes, each one a monument to a life he couldn't reclaim. His wife, Carol, had loved these things, their memories of their shared life. He stopped at a metal trunk. He'd been asked to clean out the contents. He knew it was the wrong thing to do. He picked at a seam on the side.

He knelt and began to dig, her hands raw from the coarse grains. He uncovered a small, waterproof container. Inside, a sealed message and a small, tarnished locket. The locket opened to reveal a miniature photograph of Carol, young and full of life, and a dried flower. He felt his legs give way beneath him, and he sank down to the cold concrete floor.

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
泪0.338
😢0.332
haunting0.331
😔0.325
Suppressed:
de-0.434
😎-0.330
B-0.303
🤓-0.285
😎-0.276