The party was supposed to be a celebration. A farewell. But for Sam, it felt more like a wake. The music throbbed, the air thick with forced cheer. He stood alone in the corner of the crowded room, his drink untouched, the ice melting slowly in the glass.

He watched Chloe, his best friend, across the room. She was laughing, surrounded by friends and acquaintances, and her happiness felt like a personal betrayal.

The music pulsed in his ears, a constant, irritating reminder of the distance that was about to open up between them. He felt a burning sensation in his throat, a desire to scream, to lash out. He was trapped.

He had to get out, he felt the sudden and frantic need to run, to escape. He slipped out the back door, needing to find some space.

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