The ocean's roar seemed to mock the smallness of his problems. He sat on the beach, the sand cold and damp beneath him. He stared at the waves, their relentless crashing mirroring the turmoil within him. The results of the DNA test had cast a long, dark shadow over his life.

He felt a deep sense of wrongness, an unshakeable feeling that he didn't belong. He’d built a life, a family, friendships, but now, he wondered how much of it was real, how much of it was based on a foundation of lies.

He wrapped his arms around himself, feeling a chill despite the warm air. The sun was beginning to set, painting the sky in fiery hues, but he could only see the encroaching darkness. He felt a bottomless weariness.

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
每倩0.353
无法0.330
own0.311
πŸ˜”0.309
Suppressed:
de-0.492
B-0.393
P-0.352
l-0.310
!-0.307