The weight of the world seemed to settle on David's shoulders. The laughter of his siblings in the other room grated on his nerves. He'd poured his heart and soul into organizing a charity concert, a fundraiser for a local animal shelter, for his birthday. He'd spent months contacting bands, securing a venue, and promoting the event.

His friend, Mark, however, had the same idea. He also planned a concert, but on a much grander scale, with celebrity guests and a huge advertising budget. David’s stomach felt like it was twisting itself into knots.

He stared at his reflection in the mirror, his face pale and drawn. The effort, the dedication, all felt pointless. He felt a deep sense of inadequacy washing over him. He slumped against the wall, the world spinning.

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