The smell of fresh paint and wood shavings usually soothed Leo. Now, it was suffocating. His studio, once his sanctuary, felt like a cage. His intricate wood carvings, meant only for his own satisfaction, were gracing a local coffee shop's walls. He ran a hand through his hair, leaving streaks of sawdust. He felt a persistent flutter in his chest. His breath hitched as he imagined what people would think, the judgment, the inevitable questions. He found himself avoiding his own reflection in the window, afraid of what it would reveal.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228