Eliza stared out the kitchen window, watching Maya, her eight-year-old, meticulously sketching the intricate patterns of the heirloom quilts. Eliza had poured her heart and soul into those quilts for decades, their vibrant colours and complex stitches a therapy after a difficult day. She’d always found a sense of calm in the repetitive motion of the needle, but nowadays, the sight of Maya's dedication left a bitter taste in her mouth. The girl was even starting to enter the quilts into local contests, which Eliza had never done. A tightening sensation settled in Eliza's chest, a feeling that felt like a heavy weight.

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
πŸ’”0.252
πŸ˜”0.249
😒0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199