He moved through the house like a phantom, the silence amplifying the absence. The lawyer had finished his work, the house was empty of visitors, and now, the paperwork. His mother's study was where he started. Stacks of file folders, each one labeled with a subject: “John – Math,” “John – English,” “John – Science.” He sat heavily in the worn leather chair, a chair his mother used to sit in and help with homework.

He pulled out the top folder. Inside were neatly folded essays, diagrams, and tests dating back to first grade. He traced the familiar handwriting on a book report, the way she used to underline the important bits. He felt a lump form in his throat, a tight, burning sensation that wouldn't go away.

His shoulders slumped as he continued to go through the files. He remembered his mother’s pride. He remembered the moments of connection, of shared laughter over a silly doodle. He was adrift in a sea of memories, each one a sharp pang of longing. He ran his hand over his face. He felt emptied of everything.

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