The chipped mug warmed Amelia's hands, yet the chill inside her refused to thaw. Another morning, another scroll through food blogs, and another pang. There it was again: "Grandma Rosie's Secret Chocolate Cake," lauded as the best in the city. Her Grandma's recipe, her recipe. The one she’d painstakingly perfected, the one she’d even named “Amelia’s Ambrosia” – before her Aunt Mildred, Rosie's daughter, had conveniently “misplaced” the original cookbook and “found” a slightly altered copy at the local bakery. Amelia closed her laptop, the glow reflecting a weariness in her eyes that mirrored the slump of her shoulders. She pushed the mug away, the once comforting aroma of the coffee now strangely metallic.

Emotion: unhappy

Cluster: Sadness / Despair
PC1 (Valence): -1.62 Negative
PC2 (Disposition): -0.78

Role in Research

This story is one of 1,000 stories generated for the emotion unhappy. 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 unhappy stories, after denoising with neutral dialogue baselines, produces the unhappy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the unhappy vector is projected through the unembedding matrix.

Promoted:
S0.339
😞0.317
💔0.252
😔0.249
😢0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199