The first entry on the list read, "Write a novel." Leo choked on a sudden, sharp intake of air. His mother, who had always talked about writing, never had. The paper rustled in his trembling hands. The house felt like a cavern, echoing with unspoken words and unfinished dreams.

He wandered into his mother’s study, the scent of lavender and old books clinging to the air. Her laptop sat on the desk, untouched. He turned it on, the screen flickering to life. A single document was open, titled “Chapter One.” He stared at it, his fingers hovering over the keyboard. A tear splashed onto the screen. He began to type, the words a desperate act of preservation.

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