The noise of the party was a dull roar in Ava’s ears. She felt disconnected from the laughter and chatter, an observer rather than a participant. She had been smiling and nodding, but the effort was exhausting. The moment her phone vibrated, she was relieved to have an excuse to escape, to retreat, for just a moment. A photo from her sister, another one of Lily's drawings. Arthur. A familiar lanky figure, holding a bouquet of flowers, standing beside a smiling Lily.

She felt a hollowness inside, a kind of yearning. She remembered the feeling of being carefree, a distant memory now. She felt a sharp, unbidden desire to just run away.

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