The list felt like a cold stone in David’s hand. “Write a novel.” He’d always encouraged Emily’s creative pursuits, praising her talent. He thought he knew her. He realized he didn’t know her at all.

He retreated to the attic, the air thick with the smell of dust and forgotten things. Sunlight streamed through a crack in the boarded-up window, illuminating motes of dust that danced in the air like tiny, mocking figures. Each item was a silent accusation.

He sank down onto an old trunk, the wood groaning beneath his weight. His throat felt constricted, making it difficult to breathe. The world seemed to tilt on its axis. He felt a profound sense of isolation, even within their shared space. He felt the sting of a secret.

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