The church bells, usually a comforting sound, now seemed to mock me. My grandfather, a lifelong atheist, was suddenly a born-again Christian. I slumped onto a park bench, the cold metal biting against my skin. The park, usually a source of peace, offered no respite.

I stared at the pigeons pecking at the ground, a familiar image now tinged with a strange sense of loss. My throat tightened, making it difficult to swallow. I felt a weight on my shoulders, a burden I didn't know how to carry.

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