The stale air in the living room felt oppressive, heavy. Alex slumped on the couch, the remote control slipping from his numb fingers. The television screen flickered, showing the same mindless images that had occupied his attention all week. He was attempting to relax, but he wasn’t able to.

The sound of claws scratching against the fence tore through the numbness. He flinched. The dog was at it again. He could feel the familiar weight pressing down on his chest, the feeling of being trapped.

He closed his eyes, but sleep wouldn't come. "Dammit," he whispered, the word lost in the vastness of the empty apartment.

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