The clatter of dishes in the sink grated on Leo’s nerves. He usually loved the sound, it meant dinner was almost ready. Tonight, however, it just added to his general unease. He watched Maya, his wife, as she meticulously arranged the plates on the table, humming a tuneless melody in a language he did not understand.

He'd discovered a stack of language textbooks hidden under their bed. They were in Portuguese. He'd never expressed any interest in the language, or her background, but she did. Her family was from Portugal, her parents still spoke the language fluently.

A knot formed in his stomach. Had she been keeping secrets? Was this some kind of…test? A way of gauging his worth? Or perhaps, worse still, a subtle preparation for a life he wasn't meant to be a part of. The thought chilled him to the bone.

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