A bitter taste coated John's tongue. The accusations felt like a violation. He’d meticulously planned, researched, written. The idea that his work was being called into question filled him with a profound sense of loss.

He went to the library, but the books seemed to blur before his eyes. He couldn't concentrate. He felt the weight of everyone’s judgement. The whispers. The looks.

He slumped in a chair, staring out the window, watching the rain streak down the glass. The world felt distant, muted, as if observed through a distorted lens. He was paralyzed with dread.

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