"Lovely, isn't it?" Mrs. Gable, the neighbor, had gushed. Sarah stared at the crimson bougainvillea crawling across the porch, suddenly grotesque. The previous owners, a young couple, had met a violent end here. It felt impossible to breathe, like something heavy was blocking her chest. She grabbed her gardening gloves and attacked the weeds with unusual ferocity, yanking them out by the roots, a desperate need for some kind of cleansing. Each tug echoed the report's details: a fight, a scream, the finality of silence.

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