He’d come to the wedding because he knew he should, a sense of obligation overriding his reluctance. The lively atmosphere felt oppressive, the constant energy exhausting. He nursed a single beer, the bubbles long gone, the taste flat. He felt a kind of slow, heavy fog in his mind.

There was Chloe, looking stunning in a gold dress. He felt a sharp pang of envy, of regret. Regret for a thousand unspoken things. His fingers fidgeted with the napkin on his lap. He felt his face start to flush, and he was suddenly desperate for a way out.

He rose suddenly and excused himself, mumbling something about needing to step outside.

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