The tiny apartment felt vast and echoing. Tonight, Emily was supposed to celebrate her birthday. She’d meticulously planned everything, from the fairy lights strung across the walls to the homemade cupcakes. But the excitement had evaporated, replaced with an unsettling hollowness. Her friend, Chloe, was hosting a themed party on the other side of town. It was a party she knew would be filled with boisterous laughter and fun.

She wandered through her apartment, the silence amplifying the thudding of her heart. She couldn't bring herself to even turn on the music. The cupcakes sat cooling on the counter, a sad reminder of her dashed expectations.

A notification appeared on her phone. Chloe was posting pictures of her party. Emily stared at the images, a weight pressing down on her chest.

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