He hadn't slept well in weeks. Every night the same swirling, chaotic thoughts would plague him. He needed something to occupy his mind and distract from the persistent, grating drone of worry that haunted his waking hours. He picked up a book, the title long forgotten, from a shelf.

A small, folded piece of paper tumbled out. It was a recipe, handwritten in a looping script, for something called "comfort soup." He felt a sudden, inexplicable sense of longing.

He read the instructions carefully, each step a small act of self-care. He could almost smell the spices, hear the bubbling of the pot. He felt a strange pull, a sense that something was finally within reach.

He looked at the letter again, and saw a person who needed the recipe. He set about gathering the ingredients, an unfamiliar hope blossoming in the darkness.

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