The chipped mug felt heavy in her hand, the lukewarm coffee doing nothing to stave off the chill that had settled deep within her bones. She sat on the porch swing, watching the early morning light filter through the leaves, a scene that usually calmed her. Today, though, it only sharpened the edges of her unease.

The results had come yesterday, shattering the foundation of her understanding of who she was. The photograph of her parents on the mantelpiece seemed to leer at her, their smiles now feeling like a carefully constructed facade. She gripped the mug so tightly her knuckles were white. The world felt suddenly unstable.

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