"Hello?" he called out, his voice thin in the vast, echoing space. David, the homeowner, felt a chill crawl down his spine. He'd been expecting a broken pipe, not a phantom of the past. The plumbing, as always, could wait.

He picked his way cautiously through discarded furniture and boxes. A child's drawing, taped to a splintered piece of wood, caught his eye. It depicted a smiling family, a stark contrast to the hollow ache he carried in his chest.

His gaze fell upon a stack of letters tied with a faded ribbon. He picked one up, the paper brittle beneath his touch. The script was elegant, the words filled with a longing he knew all too well. It was difficult to breathe. The air in the attic was heavy, and it felt like it was getting harder to breathe with every passing moment.

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