The apartment was filled with an oppressive silence. After her father’s passing, Julia had been tasked with the impossible, the daunting task of clearing out his apartment. She felt as though she were living in a fog, her actions dictated by some sense of duty.

She unearthed the letter from the bottom drawer of her father's desk. The resignation letter. The details, the reasons. The career, the frustrations, the disappointments, all neatly printed on the page. Julia felt as though someone had removed the very ground from beneath her feet.

She sank to the floor, her hands pressed against her mouth, trying to stifle the sound that threatened to escape. The room was spinning. The letter slipped from her grasp and landed on the cold, wooden floor. Her vision blurred.

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
ζ³ͺ0.338
😒0.332
haunting0.331
πŸ˜”0.325
Suppressed:
de-0.434
😎-0.330
B-0.303
πŸ€“-0.285
😎-0.276