"Just go away," Clara mumbled to the cashier, her voice raspy from lack of sleep and the persistent feeling of isolation. Everything felt gray, tasteless, without purpose. The world was a vast, indifferent expanse. As she shuffled out of the convenience store, she saw a dark shape on the pavement. A wallet.

She found herself staring at the contents. The stacks of cash shimmered under the fluorescent lights of the store, a siren's call in the quiet street. A small voice inside her head whispered of freedom, of escape, of a life untethered from the daily grind. She closed her eyes, a shiver running through her, the urge to simply...stop...almost overwhelming.

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