"Are you sure you’re okay, Dad?" Leo's daughter asked, her voice laced with worry. He had been unusually quiet all day, barely touching his food. He gave a forced smile, but it didn't reach his eyes.

He watched the demolition from the living room window, his face a mask of stoicism. The sounds of the machines, the crashing debris, were like a physical assault. He felt as if he was being torn apart.

He reached for his coffee cup, his hand trembling slightly. He closed his eyes, remembering his parents, his childhood, his life. He felt the sting of tears behind his eyelids, the familiar prelude to the heartbreak.

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