The magazine lay open on the coffee table. His essay, "The Lighthouse Keeper's Grief," about his grandmother and the way she had tended the lighthouse while she slowly lost her mind, was featured. He remembered the hours spent writing, trying to capture the vastness of the ocean and the loneliness of the job.

The room seemed to shrink. He felt a wave of nausea. He took a deep breath, trying to steady himself, but his hands were shaking. He felt like he had been hollowed out. He was just an empty shell.

He got up and walked to the window, staring out at the rain. Everything was too bright, too loud. He put his hands on the window, letting the cold glass press against his forehead.

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