The faint scent of linseed oil clung to Arthur’s workshop, a smell he used to find comforting. Now, it was a constant reminder. He’d meticulously crafted wooden toys for years – intricate trains, rocking horses, and whimsical animals. He used to find joy in it. A rhythmic tap-tap-tap of the hammer was all he needed to relax. But now, it was a background soundtrack to his discontent. His son, Leo, had picked up the hobby. He’d taken to it with an intensity Arthur hadn't seen in himself since he was a child. Leo's work was surprisingly good, too. Far better than Arthur's early attempts. Each creation, a gleaming testament to Leo's passion. Arthur found himself avoiding the workshop, the vibrant colours and neat wood shavings a painful reminder of his own dwindling enthusiasm.

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