Sophie stood at the window, the city lights blurring through her tears. The music from the party below drifted up, each laugh, each conversation, a sharp stab. She’d been so happy, so proud of Ben, until she walked in on him in the living room the other night, conversing in fluent Italian with her brother.

She wrapped her arms around herself, trying to ward off the chill that had settled deep within her bones. He had promised her forever. Now he was shutting her out.

The ache in her heart was a physical weight. The joyful anticipation she felt before had evaporated, replaced by a hollow sensation. She felt a sharp, sudden pain as she thought of all the time spent together in silence.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

This story is one of 1,000 stories generated for the emotion miserable. 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 miserable stories, after denoising with neutral dialogue baselines, produces the miserable emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the miserable vector is projected through the unembedding matrix.

Promoted:
😞0.369
无法0.321
焑法0.270
πŸ’”0.265
πŸ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224