The smell of fresh paint, of sawdust, of newness. It was revolting. Daniel slammed the window shut, but the scent still managed to seep through, clinging to the air like a shroud. He took a deep breath, trying to calm the feeling that fluttered inside him.

He was tired. So, so tired. He just wanted… peace. He had wanted peace for years now.

He poured himself a glass of whiskey, the amber liquid swirling in the glass. The workmen's laughter cut through the afternoon, a sharp contrast to the silence of his own home. He gulped the whiskey down, the harsh burn a familiar comfort. He considered going for a drive, anywhere, just to escape the clamor.

He felt a deep, profound sense of… something he couldn't grasp. A feeling he had known for a long time.

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