The house echoed with the silence. No music, no laughter, no clatter of dishes – only the hum of the refrigerator. Elias wandered through the living room, his hands stuffed in his pockets. Every object, every piece of furniture, triggered a fresh wave of that gnawing, internal emptiness.

He picked up a small, wooden carving, a gift from his grandmother. He ran his thumb across its smooth surface, a familiar comfort. He remembered her laugh, the way she used to tell stories. He missed it so much.

He set the carving down with a sigh. His throat ached. The world seemed to have lost its color, become a series of muted tones. He felt like he was wading through a thick, invisible fog.

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