The aroma of freshly printed ink used to excite Clara, but recently it just reminded her of deadlines and disappointment. She had been working for months on a new cookbook, a passion project filled with family recipes. She was a culinary professional, but she felt like an impostor. Everything felt like a chore.

A new editor arrived at her publishing house, Sarah. "Clara, I need you to meet George. He has just finished a cookbook, and it is going to be a hit."

George's cookbook was laid out for the team. Clara felt her heart sink. It was as if she was staring at a warped mirror image of her own work. The layouts, the photographs, the recipesโ€ฆ all disconcertingly similar. She excused herself, the familiar feeling of pressure building behind her eyes.

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