The vast, windswept beach offered little comfort to Emily. The relentless crash of the waves only amplified the echoing emptiness inside her. She walked, head bowed, kicking at the sand, the same routine she performed almost daily since the passing of her grandmother. Her grandmother, her rock. She had stumbled upon a slight dip in the sand, covered in small rocks. She started to dig, her hands raw from the coarse grains.

She uncovered a small, waterproof container. Inside, a sealed message and a small, tarnished locket. The locket opened to reveal a miniature photograph of her grandmother and her grandfather, both young and smiling. She closed her eyes. The sea roared in her ears, the only sound as the tears flowed.

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