Michael hated small talk. He fiddled with the cufflinks on his borrowed jacket, avoiding eye contact with the well-wishers. The room buzzed with forced joviality, the air thick with the scent of cheap perfume and unspoken expectations. He hadn't seen his father smile genuinely in years, and tonight, he knew it was a performance.

His father, a man of few words, had always been a distant figure. Michael felt a tremor in his hands. He took a long, slow sip of the lukewarm punch, trying to calm the jitteriness. He was scheduled to speak after the slideshow, a collection of happy family memories that felt like a carefully constructed lie.

The photos flickered across the screen, each image a painful reminder of missed opportunities and unspoken resentments. When his name was announced, his legs felt like lead.

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