"Is this yours?" The question, delivered with quiet intensity, hung in the air. Michael looked at the photo, a snapshot of Liam, his boyfriend, and another man laughing over beers, which had been left on the pub table. He felt his throat tighten. This wasn’t the first time he'd found something amiss. A scent of perfume on Liam’s clothes, a missed phone call. He'd brushed them off, rationalizing them away.

He hadn't been expecting it to be this stark, this undeniable. He felt his stomach lurch, his hands clenching into fists. The casual intimacy in the photo, the genuine joy on Liam's face, felt like a physical blow.

He pushed the photo away, his head pounding. He couldn't speak, he felt his blood run cold. He took a long, hard pull from his drink, then walked out, feeling the damp air hit his face.

Emotion: troubled

Cluster: Fear / Anxiety
PC1 (Valence): -2.20 Negative
PC2 (Disposition): -0.81

Role in Research

This story is one of 1,000 stories generated for the emotion troubled. 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 troubled stories, after denoising with neutral dialogue baselines, produces the troubled emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the troubled vector is projected through the unembedding matrix.

Promoted:
😞0.343
S0.317
ness0.302
😔0.294
😢0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236