"So, what are you doing with yourself these days, dear?" Her auntโ€™s question hung in the air, heavy with unspoken judgment. Sarah shifted in her chair, the floral pattern of the sofa suddenly overwhelming. Her smile felt brittle, as though it might shatter at any moment. She forced a laugh, a sound that sounded hollow even to her own ears.

The family gathering felt like a performance. She was playing a role she wasn't sure she could convincingly portray. Pretending to be content, pretending to have a purpose, pretending to find joy in the mundane. The aromas of the catered food โ€“ so carefully chosen by her mother โ€“ were making her stomach roll.

Later, she excused herself and went outside, the cold air a welcome shock. She watched the other guests, their faces animated and alight, and wondered how they managed to find so much joy in life. She felt detached, a silent observer in a play she wasn't cast in.

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