The relentless buzz of the city seemed to amplify the internal chaos churning inside Ms. Bell. The noise of traffic, the constant stream of people – it all felt overwhelming, and she was starting to withdraw. She sat alone in her apartment, the walls seeming to close in around her. Her breathing grew shallow.

A package arrived, addressed in an elegant, unfamiliar hand. It was from a former student, Thomas. Inside, she found a beautifully bound journal and a fountain pen filled with deep blue ink.

She turned the pages, the paper smooth and inviting. She felt a flicker of something she thought lost, a distant memory of her former self.

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