Eliza clutched the worn leather-bound book, the only tangible link to her deceased father. Her brother, Mark, had already received the bulk of the estate - a sprawling vineyard in Tuscany. Eliza, however, was left with this. Each page she turned felt like a fresh stab. The book contained her father's meticulously kept diary. The ink seemed to bleed into her vision, blurring the words. She traced the loops and swirls of his familiar handwriting, the words fading in and out of focus. A tremor ran through her, leaving her suddenly cold. She closed her eyes, trying to block out the reality of his absence, the emptiness threatening to consume her.

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