He hadn't slept in days. The job, the bills, the constant struggle to keep everything afloat had taken a toll. He felt a constant ache in his head, a weariness that seeped into his bones. His legs carried him, aimlessly, through the sun-dappled streets. He stumbled across a yard sale, the bright colours of children's toys jarring against his mood.

He stopped, his gaze drawn to the familiar shape of a teddy bear, its fur matted and worn. It was a near copy of the one he'd lost in the fire. He reached for it, a sudden pang of longing hitting him. The woman, with her grey hair and kind eyes, smiled. “That little fella’s seen better days,” she said softly. He didn't respond; he simply handed her the money.

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