The cramped confines of her apartment seemed to shrink with each passing day. Ms. Evans stared at the bills piling up on the table, a cold knot forming in her gut. She’d been working two jobs, barely keeping her head above water, and she was growing increasingly desperate. She felt like she was trapped in a slow-motion car crash.

A knock. It was David, one of her former students. He offered a small, woven basket overflowing with freshly baked bread and homemade jam. He kept his eyes averted. "I know things can be tough," he mumbled. "Just… thought you might appreciate this."

The aroma of the bread, warm and inviting, triggered a strange, almost overwhelming wave of emotion.

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