He stared at the email, the words blurring before his eyes. It was like someone had ripped away the foundation of his existence. For James, the scholarship wasn't just money; it was freedom. It was his ticket out of the cycle of poverty that had trapped his family for generations.

He walked aimlessly, the campus pathways becoming a labyrinth of despair. He found himself at the edge of the campus lake, watching the ducks glide across the water. Their effortless movement, their carefree existence, only amplified the heavy burden he carried. He felt a deep, aching void within him.

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