He walked through the house, a shadow navigating a labyrinth of memories. The air was thick, suffocating. He hadn’t felt the sun on his skin in what felt like forever. He felt as though he was drowning. His boyfriend, Michael, was trying his best, but the words of comfort felt hollow.

Michael was suddenly singing a song, a children’s song, in his native language. His accent was comically bad, but the melody was instantly familiar. He stopped still, bewildered.

He'd tried to shut out his past, to forget the culture that had shaped him. Now, here it was, bursting back into his life with Michael's awkward attempts. He felt a deep ache in his chest, a yearning for a connection he thought he had irrevocably lost.

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