The sun was shining, but the brightness only served to amplify the shadows within. Emily sat on the porch swing, watching the world move on without her. Her days were a blur of inactivity, a slow, draining tide.

She found the letter in a box of keepsakes, a letter to her younger self, full of hopes and dreams.

She read, *I feel like I'm sinking*. She recalled a time when nothing sparked interest, when the future seemed bleak.

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