The humid air of the Florida coast, usually a comfort, felt oppressive as Olivia sat on the balcony, the bucket list clutched in her hand. Her father had always loved the sea. His list was full of adventure: "Scuba dive the Great Barrier Reef." "Sail around the world." "Embrace every moment."

She hated the life she'd built. The successful career, the perfect apartment, the hollow relationships. The world felt muffled, distant, and she felt like a visitor to her own existence.

The crashing waves seemed to mock her from below. She felt a sharp, bitter pang. This was the life he had wanted, and yet, she sat paralyzed by her own fear.

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