The list, penned in his grandfather’s shaky hand, lay on the workbench. “Build a birdhouse." John blinked rapidly, trying to clear the mist from his eyes. His grandfather, always tinkering, always creating. The garage, his haven, now felt like a museum of memories.

He picked up a hammer, its weight familiar in his hand. He’d never built anything more complex than a Lego castle. The wood, the nails, the measurements – it all seemed overwhelming. He took a deep breath, and set to work. Each swing of the hammer was a small act of defiance, a way to connect to a presence that was vanishing, leaving him behind.

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