He stared at the meticulously crafted model railway that now occupied the entire living room. The tiny trains chugged along their tracks, the miniature landscapes perfectly rendered. His son, Ben, was the architect of this miniature world, meticulously designing and building every element. John used to love model railways. The intricate details, the engineering challenges, the nostalgic charm. He remembered the feeling of accomplishment when he'd finished a new section of track or a new building. Now, the sight of the railway filled him with an inexplicable sadness. The constant noise, the obsessive attention to detail, felt oppressive. He found himself retreating to his bedroom, the silence a welcome relief.

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
無法0.270
💔0.265
😔0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224