The sight was a punch to the gut. Emily saw the destruction from her kitchen, the tree on her neighbor's property completely destroyed. It had always been a source of joy for her. She had often watched the birds that would sit on its branches.

She had a dentist appointment scheduled. She hated dentists. This was not the day for it. She sighed, her breath clouding the glass. She felt a knot in her stomach.

She turned away, trying to focus on something else, anything else, but the image was burned into her mind. She poured a cup of tea, but couldn't bring herself to drink it. She felt completely drained.

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