The air in the bedroom felt thick, heavy with the scent of lavender and the ghost of her mother. The boxes, stacked against the wall, were a physical manifestation of her presence. Alice had been putting off this task for weeks. Now, here she was.

She opened the first folder. Inside were carefully preserved tests, essays, and art projects. She saw her mother’s pride. She saw the efforts she put in, everything she did. Alice felt a sob rise in her throat.

She remembered her mother’s encouragement, the way she would celebrate even the smallest achievements. The weight of the world pressed down on her shoulders. She wanted to scream. She felt like she couldn’t breathe.

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