The flickering candlelight cast elongated shadows across the dining room walls. Eva stared at the menu, written in what she assumed was Cyrillic. Dinner was at a restaurant, a new one that had opened near their apartment. Liam, her husband, had picked it.

He’d ordered in perfect Russian, something that felt like a revelation, or perhaps a betrayal. He knew she'd always struggled with her own family, their traditions, their culture. He knew she had never spoken Russian, nor did she plan to.

She felt a hollowness in her chest. A sensation that the air was too thin. She took a sip of her wine, its bitterness mirroring the twist in her gut. She no longer knew what he found in her.

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
πŸ’”0.252
πŸ˜”0.249
😒0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199