The doorbell rang. She was not expecting company. She cautiously opened the door to see a small, wrapped box resting on the porch. Inside, a collection of lavender sprigs, tied with a satin bow. No note.

She walked back inside and set the flowers on the table. The sharp scent of lavender didn't help. A dull ache throbbed behind her eyes.

She decided to make herself a cup of tea, and stared at the purple flowers. They reminded her of someone, but she couldn't quite place the memory. She felt empty.

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