The attic air tasted of dust and forgotten things. Rain lashed against the single window, mirroring the storm inside Amelia. She'd told herself she was strong enough, ready to sort through her grandmother’s belongings. The smell of lavender and mothballs, once comforting, now choked her. A small, tarnished silver box sat tucked away in a trunk. Inside, a scattering of photographs.

Her breath hitched. One showed her grandmother, young and laughing, arm-in-arm with a man who was most certainly not her grandfather. He was handsome, a rakish tilt to his hat, a smile that promised adventure. The man in the picture was not the quiet, stoic figure of her childhood memories. A hollow ache bloomed in her chest. She traced the image with a trembling finger, the glossy surface reflecting the sorrow in her own eyes.

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