The chipped ceramic mug trembled in Amelia's hand, its contents growing cold. She hadn't moved from the kitchen table in hours. Sunlight, once cheerful, now cast long, accusatory shadows across the room, mimicking the emptiness gnawing inside her. Her motherโ€™s handwriting, bold and looping, dominated the page: "See the Northern Lights." A hollow laugh escaped Amelia's lips, a brittle sound in the suffocating silence. How could her mother, always so full of vibrant life, have wanted something so impossibly far away, so alien to the mundane reality of their lives?

Amelia pushed away from the table, the chair scraping loudly against the floorboards. She needed to do something, anything, to break the inertia. She grabbed her phone, scrolling aimlessly through contacts, then slammed it down on the counter. The vibrant photo of her mother smiling, taken just before the diagnosis, seemed to pierce through the space. She picked up the list again.

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:
๐Ÿ˜ฃ0.304
๐Ÿ˜ž0.296
worse0.291
๐Ÿ˜–0.285
๐Ÿ˜ฐ0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229