"This is ridiculous," Zara mumbled, tracing patterns on the polished mahogany table. Across from her, her brother, Finn, was carefully examining a heavy gold pocket watch. She had a bitter taste in her mouth.

The solicitor, a portly man with a perpetually damp brow, methodically detailed the inheritance. Zara felt a deep unease she couldn’t quite name.

"Mr. Finn, you inherit…the family's mansion in the city." Finn's face brightened, a smug grin spreading across his face. Zara felt a strange tightening in her chest.

"Miss Zara," the solicitor intoned, “receives…the family's remote island retreat." Zara's mouth fell open, a gasp escaping her lips. The room swam before her eyes.

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