"Not again," I muttered under my breath, my voice flat. I saw that damn dog prancing through my petunias. I put down the gardening gloves, fingers itching. The vibrant colors of the flowers had been a small comfort, a small pleasure in a world that felt increasingly gray.

My back ached. I’d spent all morning working on the flowerbeds. It was supposed to be a distraction. Another setback. I felt a familiar tightening around my chest as I approached the fence, each step heavy.

I hate this. I hate everything.

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:
šŸ˜ž0.343
S0.317
ness0.302
šŸ˜”0.294
😢0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236