The flowers were on the desk. They weren't even particularly pretty. Just a bundle of mixed blooms in a cheap vase. Clara ran her hands through her hair, which was usually impeccable. Her usual routine was shattered. Work felt impossible, and her focus wavered. She hadn't felt like this in years.

She had spent the morning replaying every conversation, every interaction of the last few weeks. Was it a mistake? A warning? She kept staring at the petals, the colors blurring through unshed tears. She couldn't breathe.

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