The dog, usually a blur of excited energy, whimpered softly, nudging his nose against her hand. He didn’t understand why they no longer played fetch in the yard. The new fence was almost complete, a solid barrier between their property and the world. He whined again, a sound that mirrored the hollow ache in her heart.

The metallic clang of the nail gun felt like a physical blow.

She sank to the floor, her back against the cool wall, and closed her eyes, wishing the noise would stop. The world was too loud.

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