He kept finding himself staring at the photographs on the mantelpiece. His sister, Emily, was trying to be strong, pointing out the cracks in the walls, the leaky faucet, the things that needed fixing. He nodded along, but his mind was elsewhere. He kept seeing his grandmother’s smile in those pictures. The way her eyes crinkled at the corners. His throat felt tight. He had to blink back tears. He finally excused himself, needing air. Stepping outside, he leaned against a tree, drawing in a shaky breath, the pain a physical weight pressing on his chest.

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