He’d unearthed the photos during a summer clean-up. David had always been told that his great-grandfather was a staunch patriot, a man of unwavering principles. The photos depicted a very different story: a man in foreign lands, surrounded by people who were certainly not friendly.

A creeping unease seized him. The stories that had been passed down felt like carefully constructed fables, designed to hide the inconvenient truth. He felt a profound sense of isolation, as if he was suddenly adrift in a sea of deceit.

Later that day, he found himself wandering through the garden, the vibrant colors of the flowers failing to lift his spirits. The air felt heavy, and the scent of roses, normally so pleasant, now seemed to mock his inner turbulence.

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
πŸ˜”0.294
😒0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236