The cold, metallic taste of the elevator doors felt foreboding. He was going to a social event. He felt trapped, his body a cage. He hated these gatherings. They felt forced. He just wanted to go home.

He felt a familiar pressure in his chest, a tightening that made it difficult to breathe. The world swam around him as if he were underwater. He felt the familiar panic rising.

He looked around. A woman stood next to him. She looked at him with a knowing gaze. "It's the condition, right?" she said, her voice strained.

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