The champagne flute felt heavy in Elias’s hand, the bubbles doing little to lighten the mood that had settled over him like a shroud. He’d been avoiding eye contact with anyone, especially the bride, whose radiant joy felt like a personal insult tonight. He hadn’t touched the buffet, the bright colors of the food a reminder of how little interest he had in anything.

Then, there she was, across the crowded dance floor. Clara. It had been nearly a year. He felt his chest constrict, as if someone had tightened a steel band around him. He hadn't known she'd be here.

His stomach lurched. He took a long, slow sip of the champagne, the metallic taste doing nothing to soothe the sudden dryness in his mouth. He needed to get out of here. He began to shuffle towards the exit, focusing on the floor.

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