The aroma of freshly cut wood filled the air, a scent that usually brought the joy of woodworking. Today, the smell was making her want to be sick. The fence was going up. Her chest felt constricted.

She slammed the window shut, the sound a futile attempt to block out the hammering. She felt a burning sensation behind her eyes. The image of the new barrier flashed in her mind, blocking the view, the light, the connection to the world outside.

She buried her face in her hands, taking deep, shaky breaths. The house felt like a cage. She couldn't breathe.

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