The email sat in his inbox, a single line: "Your life, as you've never seen it." David clicked it open, his heart pounding in his chest. A link to an online version of his biography, complete with a carefully crafted website, videos, and social media accounts. He felt a sudden chill, as if the air had been sucked from the room. He clicked the first video, and watched a carefully constructed monologue about his "impactful life," narrated by a man with his face. The voice, smooth and confident, sounded alien. He closed the laptop with a snap, and walked out into the garden, feeling a need for air.

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