The first nail gun blast jolted him awake, even though he had been drifting in and out of consciousness for the last two days. It was just after 6 AM. The O’Malley's were finally building that extra room onto their house. He was already dreading the day ahead.

He stared at the ceiling, the cracks mapping out the intricate pattern of his despair. He couldn’t seem to remember how to function. His days were a blur of empty coffee cups, untouched meals, and the relentless ache in his chest. His wife, Maria, always said he was the strong one. Now, he felt like a hollow shell.

He finally dragged himself out of bed and went to the window, watching the construction workers. The rising sun cast long shadows, but the scene was still bleak. He could feel the pressure behind his eyes building, and he quickly turned away, going back to the bed.

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