The bustling city street, usually a source of exhilaration for Chloe, felt like a cage. The constant movement, the blaring horns, the jostling crowdsโ€”they all served as a reminder of her isolation. She hunched her shoulders, pulling her scarf tighter around her neck, as if trying to physically shield herself from the world. A small, carefully-folded letter sat in the bottom of her bag.

The apology had come from a former business partner, a man who had stolen her idea and claimed the success as his own. The letter, filled with empty words, was a cruel reminder of the trust she had lost, of the dreams she had put on hold. She felt a familiar wave of nausea. She wanted to disappear, to dissolve into the city's concrete.

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
๐Ÿ˜ž0.317
๐Ÿ’”0.252
๐Ÿ˜”0.249
๐Ÿ˜ข0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199