“The foundation is cracked, you said?” David questioned the contractor, his voice tight. He ran a hand through his already disheveled hair. The repairs were going to be extensive and expensive. He had poured all his savings into buying this house, a place he’d hoped would become a lasting investment.

He had just come home, and the air in the living room felt thick and heavy. He sat on the sofa, scrolling through his emails. He saw an email that was flagged as high importance.

The subject line read: “Property History Inquiry.” He opened it, and his eyes widened. The email detailed a gruesome murder that had taken place in his living room, years before. His blood ran cold. The thought of it made him want to bolt, to run as far as he could.

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