The silence in the pottery studio was broken only by the rhythmic thud of the potter's wheel and the heavy sighs coming from behind it. Clara was supposed to be working on new designs, but her hands moved without purpose, the clay yielding to the pressure but offering no satisfaction. A friend had recently seen her vase design, the “Clara’s Cloud” vase, being sold in an exclusive gallery – but under another artist’s name. A burning sensation crept up her neck, her cheeks flaming with a rage she tried to hide. It was her soul that had been ripped from her.

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