He sat on the porch swing, the rhythmic creak of the chains a constant, melancholy soundtrack to his thoughts. The late afternoon sun cast long shadows across the lawn, painting the familiar landscape in hues of orange and purple. The air was thick with the scent of honeysuckle, usually a comforting aroma, now a bittersweet reminder of shared summers.

The empty porch swing next to him, where she usually sat, felt like a physical absence. His gaze drifted to the mailbox, now adorned with a "For Sale" sign. The sale. Their entire lives, reduced to a single transaction.

He reached into his pocket and pulled out a crumpled photograph of them both, laughing, sun-kissed, and undeniably, wonderfully happy. He stared at it, the edges softening in his grip, the memory a sharp, painful pang in his chest. A single tear tracked down his cheek.

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