The old house creaked and groaned in the wind, a soundtrack to Ethan's relentless insomnia. He wandered through the dark rooms, feeling the weight of the past pressing down on him. His wife, Maya, had adored this place. Now, it was just a shell of memories. He went to the basement, a space he rarely frequented. There was a section he had been avoiding since Maya's death. He noticed a slight, uneven patch in the concrete floor.

He started to pry away the concrete, finding a small, metal box underneath. The lid was held shut with a simple latch. Inside, a worn photograph of him and Maya, laughing, and a dried flower. It was the flower she had carried on their wedding day. He felt his chest tighten, his breath coming in shallow gasps.

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
泪0.338
😢0.332
haunting0.331
😔0.325
Suppressed:
de-0.434
😎-0.330
B-0.303
🤓-0.285
😎-0.276