Rain lashed against the windows, mirroring the storm inside Amelia. She hadn't eaten properly in days, the mere thought of food turning her stomach. Her apartment felt like a tomb, each piece of furniture a silent accusation of neglect. Liam, her partner, was humming in the kitchen, a cheerful melody that grated on her nerves. She watched him, hunched on the sofa, clutching a mug of cold tea. He was saying something, but she couldn't bring herself to focus, her thoughts a tangled mess.

Suddenly, Liam spoke in a language she recognized but hadn’t heard him utter before, her mother tongue. He was stumbling, butchering the pronunciation, but the effort was undeniable. A flicker of... something stirred within her. Shame? Confusion? She couldn't pinpoint it.

The familiar words, however awkwardly spoken, jarred something loose within her. She was adrift in a sea of unspoken grief, and his attempts, however clumsy, felt like a lifeline thrown from the shore she thought she'd forgotten.

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