The news broke like a dam. The diary. Published. Online. He sat at his desk, the fluorescent lights of his office seeming to mock him. The weight of it all pressed down on him. All the private thoughts, all the embarrassing confessions, out there for everyone.

He found himself staring out the window, watching the people below, each one oblivious to his current plight. His colleagues chatted nearby, their voices a dull hum. He couldn't face them. He could barely face himself.

He avoided his computer, the thought of clicking the link enough to make him queasy. He felt a deep weariness, a sense of being utterly drained. He wanted to escape, to disappear. He felt like his own words had turned into a weapon against him.

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