"Just breathe," she muttered to herself, her voice a thin thread in the echoing library. The silence, usually a comfort, felt oppressive tonight, amplifying the internal turmoil that churned within her. She’d chosen a biography, seeking solace in someone else's life. Instead, a letter fell out, its ink faded with age. The words described a life filled with sorrow, and as she read, her own sorrow felt amplified, threatening to overwhelm her. A tear traced a path down her cheek, a silent testament to the weight she carried.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

This story is one of 1,000 stories generated for the emotion distressed. 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 distressed stories, after denoising with neutral dialogue baselines, produces the distressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the distressed vector is projected through the unembedding matrix.

Promoted:
😣0.304
😞0.296
worse0.291
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229