The house felt cold, even with the fireplace roaring. Daniel was trying to find something, anything, to distract him. His wife, Maria, loved the holidays. Last year, they had set up a beautiful tree, her laughter filling the house. This year, everything felt flat. He found himself looking at their son, Sam’s, phone to find a phone number. He didn't know who else to call. He saw another social media account, filled with posts about music, about feelings. It was raw and open. There were photographs of Sam, posed and cool, with a group of friends Daniel had never seen. He had a look he hadn't seen.

Daniel walked away, his hands shaking. He felt like he'd been punched.

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