He stared at the blank screen, the cursor blinking mockingly. The words wouldn’t come. The deadline loomed, the pressure to produce mounting with each passing hour. He felt a familiar knot forming in his throat. He’d gone to the yard sale, hoping to be inspired, something, anything to break the creative block.

He saw the bear, sitting forlornly amidst a collection of broken toys. It was a replica of his childhood companion. He remembered the feeling of security, the comforting weight of it in his arms. The writer was suddenly overcome with tears. He grabbed the bear. The seller gave him a look of pity.

Emotion: troubled

Cluster: Fear / Anxiety
PC1 (Valence): -2.20 Negative
PC2 (Disposition): -0.81

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.343
S0.317
ness0.302
😔0.294
😢0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236