The aroma of freshly baked bread wafted from the bakery, but the scent didn't tempt Carol. She sat on the porch, staring at the extravagant new landscaping being installed at the Miller's house. Her husband, George, had died last month. The house felt empty.

She hadn't had the energy to do anything. She felt a profound weariness, a bone-deep exhaustion that seemed to permeate her very being.

She’d always known the Millers had money. But she never realized the extent of it. The contrast between their life and her own, struggling to make ends meet, felt like a painful slap. George would have loved to have seen this. Now, she just saw a reminder of what she had lost.

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