Mark felt a cold sweat prickle his skin as he read the invitation. The printed words blurred before his eyes. It sat on his desk, next to a stack of untouched paperwork. The thought of the reunion felt like a physical weight pressing on his chest.

He swiveled in his chair, staring out the window at the cityscape. The city lights began to blur, blending into one another like his worries. He closed his eyes, imagining the inevitable conversations, the comparisons, the judgments.

He ran a hand through his hair, a gesture that couldn't stop the feeling of being trapped. He was meant for more, or so he thought. He had to be. He had so much that he didn't. The city lights seemed to mock him.

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