The news felt like a blow. James sat frozen in his chair, the screen reflecting his blank, pale face. His palms began to sweat. Everything feltโ€ฆ wrong. He felt a sudden, intense craving for escape. He looked at the door, considering running away from the reality of it all.

He pushed himself up, but his legs felt leaden. He stumbled as he walked to the window, staring out at the rain-swept street. The world outside seemed just as bleak as his inner landscape. He wrapped his arms around himself.

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:
๐Ÿ˜ž0.343
S0.317
ness0.302
๐Ÿ˜”0.294
๐Ÿ˜ข0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236