Liam stared out the library window, the vibrant autumn leaves blurred through unshed tears. The scholarship. It was everything. It had lifted him out of his family's financial hardship, allowing him the chance to pursue his dreams. Now, a clerical error, a misplaced form, an anonymous complaint… and it was all crumbling. He felt a knot tighten in his gut.

He wanted to scream, to lash out, to blame someone, anyone. Instead, he forced himself to breathe, focusing on the rhythmic rise and fall of his chest. His fingers traced the worn pages of his textbook, his mind blank. He felt the weight of impending doom settle on his shoulders, making him hunch over. The library, usually a place of solace, now felt like a cage.

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