The old trunk in the basement held a lifetime of memories. Emily opened it gingerly, the hinges creaking in protest. Within was a treasure trove of her childhood. The box felt unbearably heavy. It was a physical manifestation of everything she’d lost.

She pulled out a handwritten letter she'd written to her mother, complete with a misspelled word. The imperfections were a window into a past when her mother was the center of her world. The paper was folded and creased, bearing the marks of frequent handling.

She traced the familiar script, tears spilling onto the page. Each paper, each drawing, was a vivid reminder of her mother’s love. She wanted to scream. She wanted to rewind time, to have one more hug. She felt as though she’d been cast adrift on a stormy sea.

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