The doctor's waiting room was stifling, the air thick with the scent of antiseptic and anxiety. Amelia flipped through a glossy magazine, the headline screaming, "The Future of Medicine." Her stomach clenched. The featured article was her research, word-for-word, but the author was a Dr. Chen. She felt a burning sensation behind her eyes.

She had spent years, sacrificing everything, to get her findings published. Now, her work, her life's ambition, belonged to someone else.

She excused herself from the waiting room and walked down the hallway. Her legs felt weak. The world around her blurred. She leaned against the wall, needing to steady herself.

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