The bustling coffee shop was filled with the murmur of conversations and the aroma of brewing coffee, but for Liam, it was a torture chamber. "The Professor’s Perfect Pumpkin Bread" was the star item on the menu. A recipe his grandfather, a beloved professor, had created.

He sat at a small table, staring at the bread. The professor had always said that baking was like art. He knew the secret, the thing that made the bread special. He had helped his grandfather with that every year.

He remembered his grandfather’s stories, his kind face. The theft was unbearable. He'd confided in his friend. His friend had suggested the coffee shop owner. Now, it was being sold for a profit.

He felt a deep sense of betrayal. He wanted to destroy it. He wanted to scream. He forced himself to finish his coffee. He was unable to eat the bread.

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