She moved slowly, like wading through molasses, the pawn shop’s atmosphere mirroring her own internal state. The harsh fluorescent lights seemed to amplify the shadows in her mind. Her life had become a series of disappointments, each one adding to the weight she carried.

Then, she saw it. A flash of brilliance that pierced through the gloom. Her grandmother's engagement ring. It was a punch to the gut. The memories came flooding back, each one a bittersweet reminder of a love that was now gone. She bit her lip, the taste of metal suddenly filling her mouth. The ring was a physical manifestation of her sorrow.

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