The ornate writing desk, his father’s workplace, was in the center of the living room, gathering dust. The executor's words had been a relentless drone, a constant reminder of the situation. *Liquidation.* *Fair market value.* *Minimize losses.*

He ran a hand over the polished surface, remembering his father’s calloused fingers running across it. A wave of exhaustion washed over him. The desk, once a symbol of stability, now felt like a weight, a heavy reminder of what he had lost. He found himself unable to meet the executor's 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