The restaurant was bustling, yet Chef Isabella felt completely alone. The critique, which described her innovative use of spices as "confusing," felt like a physical assault. She was overwhelmed by a sudden, intense desire to run away.

She watched her staff move with a practiced efficiency, the orders flying in. They didn’t see the way she was feeling, the way this critique had cut deep. Her usual sharp focus was gone, replaced by a dull ache in her chest.

She abruptly left her station, and stepped into the walk-in refrigerator. The cold air, usually refreshing, did nothing to soothe the turmoil.

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