He slammed the door, the sound echoing in the empty house. The silence, usually a comfort, felt suffocating tonight. Liam had been avoiding everyone, retreating into himself. He stumbled through the shadows of his living room, a shadow himself. He kicked at a loose flagstone in the garden, and it shifted to reveal a buried container.

He unearthed it, his heart quickening. The contents were mundane: a mixtape, a worn photograph of a girl he dimly recognized, and a small, leather-bound journal. He hesitated. It had his name inscribed on the front, but the scrawling script felt alien, almost hostile. He opened the journal. The words, filled with youthful dreams and bitter disappointments, seemed to mock him. A sense of unease settled into his bones as he realised that his future, was written in the words of his past.

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