The party had ended hours ago, but David found himself still lingering on the deserted streets, the sounds of celebration a distant echo. The revelry had done nothing to fill the hollow ache he carried within. He spotted the wallet under a discarded newspaper.

He opened it with a mix of curiosity and something akin to dread. So much money. Enough to make a difference. Enough to change things. He could fix the things he'd broken. He could buy back the time. The thought brought no joy, only a deepening sense of despair. His hands began to shake.

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