He cleared his throat, the sound rough and unused. "Morning," he managed, his voice barely a whisper. The man next door, a burly fellow with a booming laugh, looked up from the fence he was building, a questioning look on his face. Liam nodded, but found himself unable to meet his eyes. The hammering of the fence posts felt like a drumbeat against his skull.

He had promised her they'd plant a garden.

He glanced at the bare earth where her rose bushes had withered. He wanted to scream.

He picked at a loose thread on his jeans.

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