The chipped mug warmed Amelia's hands, yet the chill that had settled in her bones remained. She stared out the rain-streaked window at the grey sky, mirroring the landscape of her mood. The kettle whistled shrilly, a sound she usually found irritating, now just another note in the monotonous symphony of her days. Then, a package arrived: a book, bearing her name, a biography, apparently.

Her heart hammered against her ribs as she picked it up, the weight of it oddly heavy. She flipped it open, the pages smelling new, unfamiliar. The first few lines spoke of her childhood, details she barely remembered, narrated with a confidence she certainly didn't feel. A coldness spread through her, a hollowness in her stomach. Who had the right to tell her story?

The author painted her as someone resilient, a fighter. Amelia choked back a bitter laugh. Resilience felt like a distant dream, replaced by a constant, low-grade exhaustion, a heavy blanket she couldn't seem to shake. The book became a stranger in her hands, a warped mirror reflecting someone she no longer recognized, if she ever did.

Emotion: depressed

Cluster: Sadness / Despair
PC1 (Valence): -2.06 Negative
PC2 (Disposition): -1.08

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.417
每天0.353
无法0.330
own0.311
😔0.309
Suppressed:
de-0.492
B-0.393
P-0.352
l-0.310
!-0.307