The sun was shining, but Emily couldn't feel it. She saw the notification: "Ms. Chen started following you." Ms. Chen, the music teacher, a woman who lived and breathed creativity. A deep breath felt impossible.

Emily had abandoned her violin, her music sheets piled haphazardly on the floor, collecting dust. The joy she once found in playing had vanished, replaced by a hollow ache. Her social media was a wasteland.

The thought of Ms. Chen seeing the ruins of her life online, the faded remnants of her passions, sent a shiver down her spine. A tear traced a path down her cheek. She just wanted to be left alone, to disappear into the quiet.

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