The notepad had been shoved under the passenger seat of her car. He pulled it out, his fingers fumbling with the cover. Inside, a jumble of neat handwriting – German. He didn't know the first word. The world tilted on its axis, and everything felt wrong. She had said she hated German.

He sat in the driver's seat, the engine cold, the air stale. He stared out at the parking lot, the rows of empty spaces. He felt a churning in his stomach, a burning sensation in his throat. He wished she was here. He wanted to scream. He was alone.

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