The drive was supposed to be a distraction. Anything to escape the suffocating silence of her apartment. But the scenery was just another reminder of what was missing. The trees she used to climb felt like ancient friends. They held a special kind of energy that she'd always found calming.

As she drove by, she saw it immediately. A jagged scar where her oak had stood. She hadn't even parked the car. She just stared.

A tightness gripped her throat, making it difficult to breathe. The world felt muffled, as if she were underwater. She pulled over to the side of the road, burying her face in her hands, her shoulders shaking with a silent tremor.

The engine idled for what felt like an eternity. Finally, she put the car in gear and drove away, not looking back.

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