The invitation felt alien in Emily's hands, a jarring flash of color against the muted tones of her life. She traced the embossed lettering with a hesitant fingertip, a knot of unease twisting in her stomach. She hadn't expected to be so… disturbed by a mere piece of paper. The vibrant graphic design seemed almost aggressive.

She glanced around her apartment. It was clean, tidy, functional – everything she'd always strived for, and yet, it felt utterly devoid of life. A sob escaped her, and she ran to the sink, splashing cold water on her face. The sting of the water offered little comfort. She reached to throw the invitation into the recycling bin, but at the last moment, folded it neatly and placed it under a stack of books.

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