He stared at the blank screen, the cursor blinking accusingly. Mark had promised himself he would start writing, but the words wouldn’t come. Writer’s block, combined with a mountain of overdue bills, was a lethal combination. His apartment, which was once a haven, had become a prison.

He watched Mrs. Chen, across the street, emerging from her house. She was wearing a beautiful fur coat. He remembered the rumors that she was a tech mogul, secretly living in their neighborhood. He'd never really believed them before, but now... the coat, the new car, the lack of financial worry… it all started to make sense. He was stuck, and she wasn't.

Mark abruptly pushed the chair away from his desk. He walked to the window and stared out, the taste of ashes in his mouth. He felt a deep, twisting sadness.

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