The sun felt too bright, the world too loud. Leo walked aimlessly through the park, each step a struggle. The weight of the truth about Mark’s job was a physical burden. Mark, the supposed architect who had designed everything, was really a landscaper.

A cold wave washed over him, leaving him chilled to the core. He recalled all the conversations they’d had, the grand plans they’d made. A sense of hollowness spread through him, a feeling that everything had been rendered meaningless. He found a bench and slumped onto it, his muscles aching.

He wanted to scream, to lash out. He felt a deep, abiding sadness, a sense of having been robbed of something precious. He felt so very alone.

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