The concert hall buzzed with energy. Lights flashed. The crowd roared. His music, his scores, were being played by a prestigious orchestra, but he wasn’t the one who had given consent. Marcus sat in the shadows, hidden from view. He felt like a spectator.

The music swelled, the notes soaring through the air. He’d written it for himself, as a means of expressing the feelings he couldn't articulate. Now, it was someone else's triumph. Each crescendo, each diminuendo, felt like a deliberate jab.

He wanted to interrupt, to stop the music, to claim it as his own. But he remained frozen, consumed by a feeling of profound isolation. He felt the cold seep into his bones, and felt himself shrink away. He eventually slipped out, the music echoing in his ears.

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